diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e24bf39e424f0edb3003d58de7491d750f6adfc8..6d2e4adbd16e8eafd7ca20339d9d6e5b2d8feb9c 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260617T060052Z", - "generated_at": "2026-06-17T06:10:51Z", + "snapshot_id": "20260617T120115Z", + "generated_at": "2026-06-17T12:12:48Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1172,7 +1172,7 @@ "code_similarity": 0.808, "size_similarity": 0.893, "file_overlap": 0.75, - "area_overlap": 0.869, + "area_overlap": 0.871, "patch_similarity": 0.667, "shared_filenames": [ "docs/source/en/_toctree.yml", @@ -1190,8 +1190,8 @@ "filename": "docs/source/en/_toctree.yml", "left_ranges": [ [ - 713, - 720 + 737, + 744 ] ], "right_ranges": [ @@ -1220,16 +1220,16 @@ "filename": "src/transformers/models/auto/modeling_auto.py", "left_ranges": [ [ - 285, - 291 + 301, + 307 ], [ - 700, - 706 + 742, + 748 ], [ - 1298, - 1304 + 1360, + 1366 ] ], "right_ranges": [ @@ -1810,6 +1810,35 @@ } ] }, + { + "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.", @@ -2141,6 +2170,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 0521a665c9b0c54de0a624b95386e59db230ef94..db51b23cfafa25b2690a256bb0065ddbeaba8879 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260617T060052Z", - "generated_at": "2026-06-17T06:10:51Z", + "snapshot_id": "20260617T120115Z", + "generated_at": "2026-06-17T12:12:48Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 57, "status": "reviewed", @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:24643", "issue:30277", @@ -103,8 +103,8 @@ "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:45874|issue:46294", "issue:44292|issue:45237", + "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:45800|issue:46515", @@ -116,8 +116,8 @@ "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44292|issue:44918", - "issue:45507|issue:45685", "issue:43716|issue:44292", + "issue:45507|issue:45685", "issue:44918|issue:45161", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -130,310 +130,352 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "fc7b34c7eb574940dcda7453b066bc512ee649506bfc65572dc67fd1a8227a9c", + "prepared_review_unit_hash": "9a330d575ebdf9092f313cb090ea23eab4f8e5332c10d07647052d4515d7d62f", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 62, - "serialized_chars": 45731, - "estimated_input_tokens": 11433, - "estimated_eval_tokens": 23122 + "serialized_chars": 45726, + "estimated_input_tokens": 11432, + "estimated_eval_tokens": 23120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster with a few true duplicate pairs. The clearest duplicate subclusters are the DeepSpeed ZeRO-3 + Bert index-out-of-bounds reports and the torch 2.4.1 compatibility reports; most other pairs only share broad subsystem similarity and should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43596 is the best canonical issue: it is a precise DeepSpeed ZeRO-3 + Bert reproduction of the same index-out-of-bounds failure seen in 43638, with the cleanest specific bug description.", + "summary": "This cluster is mostly heterogeneous and only contains a few true duplicate pairs. The strongest duplicate subgroups are the DeepSpeed ZeRO-3/Bert IndexError reports, the Qwen3.5-MoE rotary/offload reports, and the torch 2.4.1 compatibility reports; most other pairs are only loosely similar and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43596 is the cleanest canonical issue because it is the most concrete DeepSpeed ZeRO-3/Bert initialization failure and has an almost exact duplicate in issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, 43596 is the strongest representative because it sits in a real duplicate pair and has the most concrete, narrowly scoped failure mode.", + "best_issue_reason": "issue:43596 is the best issue to keep within the true duplicate subgroup; it has the clearest reproduction and title, while the rest of the cluster spans different bugs or docs cleanups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config/model-shape error vs chat/completions streaming inference." + "reason": "Different bugs: a missing Qwen3_5Config field vs a streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and bugs: AMD GPU runtime issue vs MPS histogram op not implemented." + "reason": "Different models and failures: GPT-OSS on AMD GPUs vs an MPS histogram op error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral image dtype mismatch is unrelated to GPT-OSS failing on AMD GPUs." + "reason": "Different model families and failure modes; only broad device/runtime similarity." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Phi autocast dtype mismatch and GPT-OSS AMD GPU failure are different code paths." + "reason": "Different bug class: autocast dtype mismatch vs GPT-OSS GPU support failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "AMD GPU failure for GPT-OSS is not the same as the Nemotron example breakage." + "reason": "Different concrete issues: AMD GPU breakage vs a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific bugs: GPT-OSS AMD runtime issue vs GraniteMoEHybrid invalid method call." + "reason": "Different code paths: GPT-OSS GPU support vs GraniteMoEHybrid invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collective mismatch on Jamba is unrelated to ModernBERT ONNX export." + "reason": "Different failures: collective mismatch under ZeRO-3 vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT export error and Qwen3Moe FP8 failure are different problems." + "reason": "Different models and errors: ModernBERT ONNX export vs Qwen3Moe FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug and Qwen3 device-mapping CUDA assert are unrelated." + "reason": "Different issue types; export error is unrelated to Qwen3 auto device mapping assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are different issues." + "reason": "One is a runtime crash in table QA; the other is stale RAG documentation." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups for v5 removals, but they target different removed material and are not the same fix." + "reason": "Both are docs regressions after v5, but they reference different removed features and pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + "reason": "Different bugs: ONNX export error vs GenerationMixin import error." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to resume-training with trust_remote_code." + "reason": "Different functionality: TRL SFT embedding unpacking vs resume-training with remote code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch during indexing is unrelated to Gemma4 device-map mismatch." + "reason": "Both are runtime shape/device problems, but they are different models and different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention shape/index errors, but the Bert ZeRO-3 load crash and the mask/index mismatch are different bugs." + "reason": "Different errors: ZeRO-3 Bert init IndexError vs a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 loading failure is unrelated to resuming local-model training with remote code." + "reason": "Different code paths and failure modes; no shared underlying bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failures and repros: Bert ZeRO-3 init index error vs generic mask/tensor shape mismatch." + "reason": "Related only by generic IndexError wording; the concrete failures are different." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Generic mask/index mismatch is unrelated to Qwen3.5 video-token template mismatch." + "reason": "Different models and causes: mask/tensor shape mismatch vs video token/template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/index mismatch and GPT-OSS tensor-parallel failure are not the same bug." + "reason": "Different bugs: generic indexing mismatch vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Remote-code resume-training issue is unrelated to the Nemotron example failure." + "reason": "Different topics: training resume with remote code vs a broken Nemotron example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-VL video StopIteration and remote-code resume-training are different problems." + "reason": "Different issues: Qwen3.5 video input StopIteration vs training-resume problem." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 load crash is unrelated to the remote-code resume-training issue." + "reason": "Different models and code paths; not the same underlying bug." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT export." + "reason": "Different model/component failures; no shared bug." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the Jamba collective mismatch and Bert ZeRO-3 index error are not the same underlying bug." + "reason": "Both involve DeepSpeed, but the concrete failures are unrelated." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/Bert index-out-of-bounds failure, just described with pretrained vs non-pretrained wording." + "reason": "Same DeepSpeed ZeRO-3/Bert initialization IndexError; only the model wording differs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Different scope: Liger Kernel cross-entropy dispatch vs GPT-OSS tensor-parallel behavior." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/save-load output mismatch are different issues." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure is unrelated to the LoRA save/reload discrepancy." + "reason": "Different failures: Qwen-3 NVFP4 runtime error vs LoRA merge/reload inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code config_class import errors." + "reason": "Different problems: processor failure for Voxtral vs remote-code model_class config_class AttributeError." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different training-time mismatch bugs: FSDP checkpointing vs generic mask/index shape error." + "reason": "Both are shape/runtime errors, but they are not the same checkpointing/FSDP bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-dimension error is unrelated to the Jamba collective mismatch." + "reason": "Different DeepSpeed failures: a 2-D weight RuntimeError vs collective mismatch." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same model family, but CPU-offload incompatibility and uninitialized-memory materialization are different bugs." + "accept": true, + "reason": "Same Qwen3.5-MoE rotary embedding/offload bug; one report describes the symptom, the other the materialization failure." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Unrelated: Bert ZeRO-3 init IndexError vs GPT-OSS tensor-parallel issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch is unrelated to the compute_loss signature change." + "reason": "Different training-stack problems: activation checkpointing/FSDP vs CustomTrainer signature mismatch." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel issues." + "reason": "Different models and failure modes; not mergeable as one bug." }, { "left": "issue:43716", - "right": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific issues: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Mistral image dtype mismatch and Qwen NVFP4 runtime error are different model-specific bugs." + "reason": "Different model/runtime errors; only shared broad MoE/GPU context." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup cost is unrelated to Qwen video feature/token mismatch." + "reason": "Different bugs: expensive reverse embedding lookup vs video template/token mismatch." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different feature regressions: Gemma3TextConfig/vLLM attribute error vs Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Torch version compatibility issue is unrelated to Qwen NVFP4 runtime failure." + "reason": "Different model bugs: device-map forward mismatch vs reverse embedding lookup cost." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 compatibility problem; one report is just the more specific transformers 5.8.0 manifestation." + "reason": "Same torch/transformers compatibility regression around torch 2.4.1; the titles only differ in specificity." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different compatibility/runtime issues; no same underlying bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Both are v5 docs fixes, but they cover different removed docs content and should not be merged as one bug." + "reason": "Different issues: activation checkpointing/FSDP vs Qwen3 auto device mapping assert." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/device problems and different models." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific bugs; only broad multimodal context overlaps." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures and different model families." + }, + { + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Phi autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different issues: NVFP4 runtime error vs TRL SFT input embedding unpacking." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different problems: Liger Kernel cross_entropy invocation vs autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer API breakage are different layers and different bugs." + "reason": "Different stack layers and bugs; not the same issue." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to the GenerationMixin import error." + "reason": "Different failures: checkpointing/FSDP mismatch vs import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU runtime failure is unrelated to outdated RAG examples." + "reason": "Different topics entirely: GPT-OSS GPU support vs RAG docs." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch is unrelated to the mask shape/index error." + "reason": "Different bugs: Liger Kernel cross_entropy being called vs mask/tensor shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well supported by the issue titles/body patterns, and the rejected soft edges mostly separate clearly different model/backend failures or distinct docs/API issues. I don\u2019t see evidence of overstatement in the canonical issue choice or the summary." + "feedback": "The analysis is grounded in the packet: the cluster is mostly heterogeneous, and the three accepted duplicate pairs are well-supported by the titles/body themes. The conservative false verdicts on the soft edges are reasonable, and I did not see any overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -444,7 +486,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 2, "review_unit_count": 57, "status": "reviewed", @@ -452,7 +494,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:36010", "issue:39290", @@ -513,8 +555,8 @@ "issue:44589|issue:46304", "issue:45237|issue:45901", "issue:43039|issue:44560", - "issue:45823|issue:46294", "issue:43975|issue:46015", + "issue:45823|issue:46294", "issue:44841|issue:45823", "issue:44863|issue:46015", "issue:45020|issue:46304", @@ -524,8 +566,8 @@ "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", - "issue:43854|issue:43866", "issue:43792|issue:45901", + "issue:43854|issue:43866", "issue:43425|issue:45070", "issue:43975|issue:45901", "issue:43596|issue:45800", @@ -535,8 +577,8 @@ "issue:39290|issue:45823", "issue:45464|issue:45685", "issue:43541|issue:45685", - "issue:43541|issue:43828", "issue:36010|issue:39290", + "issue:43541|issue:43828", "issue:43404|issue:43866", "issue:44841|issue:45084", "issue:41093|issue:41762", @@ -546,14 +588,14 @@ "issue:43296|issue:43366", "issue:44805|issue:44918" ], - "prepared_review_unit_hash": "241f43f6d1ea3b7631a6ec558e9195595977355ab64cb1552eb98a4b40d78b5f", + "prepared_review_unit_hash": "f8a61cd3c240b622ff17fd8eccfe6c5702b460557d233426491425b23537324a", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, @@ -568,252 +610,252 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of transformers/vLLM/DeepSpeed/model-loading regressions, not a single tight duplicate family. The only supported merge-worthy pairs are the ZeRO-3 index-out-of-bounds reports and the AutoTokenizer wrong-token-ID regression reports. Most other items share only broad subsystem or version-regression themes and should remain separate.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella for the recurring recent-version regression reports, but the cluster remains heterogeneous and only a couple of pairs are close enough to combine.", + "summary": "The only clear duplicate-like cluster is the AutoTokenizer v5 regression around issues 45812 and 45920. The ZeRO-3 IndexError reports are similar, but this packet does not show enough evidence that they are the same underlying bug; they look related at best, not confirmed duplicates. The rest of the items are distinct model-, version-, or docs-specific reports.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45920 is the broader umbrella v5 AutoTokenizer regression, covering multiple model families and having inbound references, while 45812 is the narrower Granite-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest single representative because it captures the recurring recent-version breakage theme without requiring the cluster to be much tighter than it is.", + "best_issue_reason": "issue:45920 is the best overall issue candidate because it is the broadest current report of the tokenizer regression and can absorb the narrower Granite-only duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and failure modes: corrupted checkpoint vs missing text encoder weights." + "reason": "Both are load failures, but one is a corrupted checkpoint and the other is missing text-encoder weights; different underlying problems." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they describe different breakages and code paths." + "reason": "Both mention torch/transformers compatibility, but they target different version combinations and different breakages." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to USE_DISTRIBUTED=0 support in PyTorch." + "reason": "Unrelated failures: a specific PaddleOCR-VL/vLLM load issue versus a build/runtime support regression with USE_DISTRIBUTED=0." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 load-time signature: index 0 out of bounds for dimension 0 with size 0 during model initialization." + "accept": false, + "reason": "These are similar ZeRO-3 IndexErrors, but the packet shows different model contexts (Gemma3 vs BertModel) and no clear evidence they share the same underlying initialization bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different symptoms and subsystems: Gemma3 config attribute error vs Qwen3 auto device-map CUDA assert." + "reason": "Both are model-specific runtime errors, but one is a missing sliding_window_pattern config field and the other is a CUDA assert with auto device mapping." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different documentation mistakes." + "reason": "Both are documentation complaints, but they concern different pages and different obsolete text." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage-type lookup failure is unrelated to the PyTorch distributed support regression." + "reason": "Completely different failures: missing Float8 storage type versus a PyTorch distributed-support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support for GPT-OSS and table-question-answering crashes are different issues." + "reason": "Different subsystems and symptoms: AMD GPU model failure versus table-question-answering task crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3.5-VL video StopIteration are different bugs." + "reason": "Different code paths: Liger kernel cross-entropy dispatch versus Qwen3-VL video StopIteration." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Device-map mismatch in Gemma4 PLE is unrelated to Qwen3.5 video token/feature alignment." + "reason": "A detokenization bug and outdated RAG docs are unrelated." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "Wrong detokenization and outdated RAG examples are unrelated." + "reason": "Different model families and different failure modes: device-map mismatch versus chat-template video token mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are different code paths." + "reason": "Processor failure for Voxtral and a Gemma4 device mismatch are not the same bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to RAG documentation drift." + "reason": "Checkpoint-loading failure versus docs cleanup; unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are broad regression reports, but one is about remote_code models and the other about USE_DISTRIBUTED=0 support." + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer wrong-token-ID v5 regression; 45920 is the broader follow-up covering more model families." + "reason": "These look like the same v5 AutoTokenizer regression affecting multiple model families; 45920 is the broader umbrella report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint and NemotronH load failure are not the same bug." + "reason": "Different model-loading failures with no shared concrete bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to outdated RAG examples." + "reason": "A specific Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation updates." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is distinct from the PyTorch distributed build issue." + "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed-build regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but the configs and failures are different model-specific problems." + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a Qwen3-MoE runtime issue; not the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Different errors: mask/tensor shape mismatch vs ZeRO-3 index-out-of-bounds during BertModel loading." + "reason": "Both are IndexErrors, but they arise in different loading scenarios and do not clearly share the same code path." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:43792", + "right": "issue:45901", "accept": false, - "reason": "Model load failure in tests and corrupted checkpoint are different problems." + "reason": "Whisper model loading/runtime failure and table-question-answering crashes are unrelated." }, { - "left": "issue:43792", - "right": "issue:45901", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Whisper load failure and table-question-answering crash are unrelated." + "reason": "Different model families and symptoms: unit-test load failure versus checkpoint corruption." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and the PretrainedConfig pydantic-field regression are different issues." + "reason": "A Torch 2.10 compatibility issue and a pydantic PretrainedConfig regression are different problems." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table-question-answering crash are unrelated." + "reason": "Different domains: tokenizer detokenization versus table QA runtime failure." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both involve versioned infrastructure, but one is a ZeRO-3 index error and the other is torch/transformers incompatibility." + "reason": "One is a ZeRO-3 load-time IndexError; the other is a version-compatibility report." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading and pydantic config-field breakage do not share the same bug." + "reason": "Whisper runtime failure is not the same as the pydantic config regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures and different surfaces (chat vs streaming API)." + "reason": "Both involve Qwen3.5 and chat, but the concrete failures differ and there is no evidence they share the same code path." }, { - "left": "issue:45685", - "right": "issue:45464", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "MPS MoE histogram failure is unrelated to Qwen3.5 streaming inference." + "reason": "Streaming chat failure and an MPS histogram kernel error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different MoE-related runtime errors with different ops and failure modes." + "reason": "Different model/runtime failures: grouped_mm tracing versus an MPS histogram op not implemented for Int." }, { - "left": "issue:43541", - "right": "issue:43828", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are not the same underlying bug." + "reason": "Importing GenerationMixin and a Gemma3 sliding_window config error are unrelated." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:43541", + "right": "issue:43828", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + "reason": "Both are numeric/dtype-related MoE errors, but they hit different operators and contexts; not clearly the same bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights in Mistral3 are unrelated to a corrupted Ovis2 checkpoint." + "reason": "A weight-tying bug and a corrupted checkpoint are different issues." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Processor failure and template-node compilation error are different issues." + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are different concrete problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but they are different failure signatures and code paths." + "reason": "Same broad error class (IndexError) but different mechanisms: mask/tensor shape mismatch versus ZeRO-3 zero-sized load failure." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback logic and remote-code AutoModel config_class handling are unrelated." + "reason": "Flash-attn fallback gating and remote-code config_class lookup are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic PretrainedConfig breakage are different config regressions." + "reason": "Both are v5 API regressions in config handling, but they affect different fields and different code paths." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Version compatibility versus Gemma4 device placement; no shared underlying bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model-support requests." + "reason": "A PaddleOCR-VL loading failure and GGUF gpt-oss support request are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask shape mismatch and Qwen3.5 embedding unpacking with TRL are different bugs." + "reason": "Same as the other 44805/44918 pairing: different failure modes, so not a duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster-level takeaway is mostly grounded, but the summary overstates the evidence by claiming acceptance of \u201cthe mask/tensor shape mismatch reports\u201d even though no soft-edge verdict in the packet accepts such a pair. The supported accepted pairs are the ZeRO-3 index-out-of-bounds pair and the AutoTokenizer wrong-token-ID pair. Also, calling issue 45020 \u201ccentral\u201d is a bit stronger than the packet justifies; it is broad, but the cluster is still quite heterogeneous. Please tighten the summary to match only the explicitly supported pairings and keep the umbrella wording more conservative." + "feedback": "The AutoTokenizer cluster (45812/45920) is grounded by the titles and inbound refs, but the ZeRO-3 pair is overstated: the packet only shows two similar IndexError reports with different model contexts (Gemma3 vs BertModel), not evidence of the same underlying initialization bug or an identical duplicate. The summary should be softened to say they are similar and possibly related, not clear duplicates." }, "evaluator_used": true, "retried": true, @@ -824,7 +866,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 3, "review_unit_count": 57, "status": "reviewed", @@ -832,7 +874,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:39186", "issue:40990", @@ -897,8 +939,8 @@ "issue:43054|issue:43994", "issue:45759|issue:45902", "issue:46640|issue:46661", - "issue:39186|issue:44918", "issue:43716|issue:44918", + "issue:39186|issue:44918", "issue:40990|issue:44960", "issue:45632|issue:45698", "issue:43645|issue:45399", @@ -910,25 +952,25 @@ "issue:44863|issue:45005", "issue:44492|issue:44512", "issue:45183|issue:46463", - "issue:46489|issue:46491", "issue:44918|issue:45507", + "issue:46489|issue:46491", "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "c25c597c39fc324ddb959da42755f1286f07a7c0523fbb362a6500da02fa7eaf", + "prepared_review_unit_hash": "5298065054cadfa97f248d633428b5b0f951ff26f402249ac832fc22742ec8e8", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36233, + "serialized_chars": 36234, "estimated_input_tokens": 9059, "estimated_eval_tokens": 18374 }, @@ -937,204 +979,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; the soft pairs are largely not true duplicates. The only plausible duplicate-like pair is the T5 input-validation error messaging issue, while the rest differ by model, symptom, or code path.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45005 is the broadest issue in the set and the best anchor for the tied-weights regression subgroup, with multiple nearby soft links, whereas most other items are narrower model-specific reports.", + "summary": "Mostly a heterogeneous Transformers issue cluster with several unrelated bugs mixed together. A few soft pairs look like true duplicates, notably Qwen3.5 video-input regressions, SigLIP2 output problems, a remote-code custom-module loading collision, and the input_ids/inputs_embeds validation error-message bug.", + "confidence": 0.82, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, issue:45005 is the best fit because it covers the widest related regression surface and sits at the center of the closest soft ties.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both involve v5 regressions, but one is an int4 memory/OOM problem and the other is tied-weights behavior; different failure modes and likely different fixes." + "reason": "Different bugs: int4 quantization OOM vs tied-weights regression in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE models, but one is a grouped_mm torch-dynamo tracing error and the other is a tensor-parallel support issue for GPT-OSS; not the same bug." + "reason": "Both involve MoE/GPU path issues, but one is a grouped_mm tracing crash and the other is a tensor-parallel GPT-OSS problem." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE; the other is a streaming chat/completions failure in Qwen3.5-0.8B. Different code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF/gpt-oss support and Qwen3.5 streaming inference are unrelated issues." + "reason": "GGUF architecture support for gpt-oss is unrelated to the Qwen3.5 streaming inference bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized is a constructor-signature bug; the pydantic issue is about PretrainedConfig fields. Different regressions." + "reason": "Both are v5 regressions, but the failures differ: unexpected _is_hf_initialized arg vs pydantic PretrainedConfig field handling." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the PretrainedConfig/pydantic breakage." + "reason": "Qwen3-MoE sliding_window behavior is a different code-path from the PretrainedConfig/pydantic regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are distinct runtime errors." + "reason": "Grouped_mm torch Dynamo tracing failure and missing Float8 storage are distinct runtime issues." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal mismatches, but one is image preprocessor dtype handling for Mistral-3 and the other is Qwen3.5 video token/feature alignment; not the same underlying bug." + "reason": "Both are multimodal, but image-preprocessor dtype mismatch is not the same as video feature/token count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage across versions is not the same as a torch/transformers version incompatibility report." + "reason": "Remote-code breakage and torch/transformers version incompatibility are different problems." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-length mismatch in one issue and an index-out-of-bounds error during deepspeed zero3 init in the other are different failures." + "reason": "Mask-length mismatch and DeepSpeed ZeRO3/BertModel index error are unrelated." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both concern video inputs, but 44479 is a broad v5.3.0 regression across several model families while 46294 is a specific apply_chat_template token/feature mismatch." + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression: both describe video tokens/features mismatching in v5." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both are about siglip2, but one reports poor embedding quality and the other incorrect AutoModel/pipeline outputs; the symptoms and likely fixes differ." + "accept": true, + "reason": "Both report SigLIP2 behaving incorrectly in text/pipeline outputs, pointing to the same model-handling bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "One is about unwrapping text_config in composite multimodal configs; the other is about uninitialized memory in rotary embedding after to_empty. Different code paths." + "reason": "Different Qwen multimodal issues: config unwrapping for from_config vs uninitialized rotary embedding state after to_empty." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 setup/troubleshooting and remote-code config_class lookup are unrelated." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight errors and TRL SFT unpacking failures are unrelated model/runtime problems." + "reason": "Mistral-3 image-preprocessor dtype mismatch is separate from Qwen3.5 embedding unpacking failure in TRL SFT training." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Image dtype mismatch and Qwen3.5 input-embedding unpacking are distinct multimodal issues." + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5/TR L embedding issue." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and a GLM5 issue are unrelated model-specific reports." + "reason": "High perplexity on gpt-oss and a GLM5 issue are different model-specific bugs." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve custom-module loading, but one is a cache-path collision for local models while the other is wrong module selection after save_pretrained; too different to merge confidently." + "accept": true, + "reason": "Both point to the same remote-code/custom-module resolution collision, where the wrong module is reused or loaded from cache." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model initialization in notebooks and flash-attn2 fallback gating are unrelated." + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but 43404 is a specific Mistral3 multimodal lm_head tying bug and 45005 is a broader translation-model regression; not clearly the same concrete fix." + "reason": "Tied lm_head weights in Mistral3 conditional generation is a different model family and code-path than translation-model tied-weight regressions." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and flash-attn2 fallback checks are different issues." + "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weights behavior." + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights issues." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied weights are different problem areas." + "reason": "Quantization/offloading memory behavior is unrelated to tied-weight regressions." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer implementation comment and a docs typo are unrelated." + "reason": "DSA indexer ReLU discussion and docs mentioning removed run command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are not the same bug." + "reason": "NemotronH checkpoint loading failure is a different model-loading bug than tied weights." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command documentation are both docs-level issues, but not the same one." + "reason": "Cache-strategy typo and removed docs command are unrelated documentation issues." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Both are about input validation for input_ids/inputs_embeds and misleading/incorrect error messages; 46463 looks like a specific T5-family instance of the broader validation bug." + "reason": "Same validation bug family: broad input_ids/inputs_embeds XOR logic causing wrong or misleading errors, with 46463 as the T5-specific instance." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder v1 incorrect detokenization and the other is CodeLlama leading-space round-trip loss; different model behaviors." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." }, { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "Qwen3.5 input-embedding unpacking in TRL and GraniteMoEHybrid calling an invalid method are unrelated failures." + "reason": "Both are tokenizer regressions, but they affect different models and round-trip behaviors; not the same bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder tokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime error are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 runtime failure and GraniteMoEHybrid invalid-method calls are different issues." + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it stays conservative about the soft links, correctly treats most pairs as non-duplicates, and the only accepted soft pair (issue:45183 with issue:46463) matches the validation/error-message family in the titles. The choice of issue:45005 as the anchor is also supported by its multiple nearby soft ties." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausibly same-bug duplicates, and the rejected pairs are reasonably treated as distinct issues rather than overstated matches." }, "evaluator_used": true, "retried": false, @@ -1145,7 +1187,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 4, "review_unit_count": 57, "status": "reviewed", @@ -1153,7 +1195,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:24643", "issue:28530", @@ -1218,21 +1260,21 @@ "issue:43950|issue:45902", "issue:41553|issue:43883", "issue:44910|issue:45859", - "issue:42947|issue:44387", "issue:43054|issue:43493", + "issue:42947|issue:44387", "issue:45663|issue:45902", "issue:41553|issue:43881", "issue:44403|issue:44451", "issue:43975|issue:45520", - "issue:42947|issue:43856", "issue:44403|issue:44488", + "issue:42947|issue:43856", "issue:24643|issue:28530", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:44991|issue:45399", + "issue:43824|issue:43872", "issue:43782|issue:44960", "issue:45685|issue:45823", - "issue:43824|issue:43872", "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1240,243 +1282,255 @@ "issue:42491|issue:44368", "issue:43828|issue:45823" ], - "prepared_review_unit_hash": "ca7aefed57df90a3e9363516078f6423f35ca42112e7674798e8547b37d1749e", + "prepared_review_unit_hash": "accda159ccd29e870a8889553b0bbd5856917564dd55c79c4e77a3fffbfd041d", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38113, - "estimated_input_tokens": 9529, - "estimated_eval_tokens": 19314 + "serialized_chars": 38111, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet suggests a conservative thematic cluster around Transformers v5 non-persistent-buffer corruption, but the evidence is mostly title-level similarity. I would treat the closely related reports as related-but-not-proven duplicates, with issue 43950 as the best anchor only because it states the broad regression most explicitly.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43950 is the broadest and most concrete description of the v5 non-persistent-buffer corruption regression, so it is the best anchor if this cluster is being tracked conservatively.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues. The only clear duplicate is the non-persistent-buffer regression in 43950/44534; the other soft pairs are at best same-area reports, not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43950 is the clearest root report for the non-persistent-buffer regression; issue:44534 is a near-verbatim duplicate of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative of the buffer-corruption theme, but the packet does not firmly prove the nearby reports are true duplicates.", + "best_issue_reason": "issue:43950 has the most precise symptom framing and the strongest exact-duplicate match, so it is the best issue anchor for the only clear duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", - "accept": false, - "reason": "Very similar wording, but the packet only gives title-level similarity; that is not enough to confirm a duplicate merge." + "accept": true, + "reason": "Same underlying regression: Transformers v5 corrupts/fills non-persistent buffers with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example error and the other is a model-quality regression." + "reason": "Both mention SigLIP2, but one is a docs/model-processor/quantization example bug and the other is a model-quality regression." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Missing fields with trust_remote_code is a different failure mode from non-persistent-buffer corruption." + "reason": "Remote-code config loading and non-persistent-buffer corruption are different code paths and symptoms." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected compute_loss kwarg and DeepSpeed ZeRO-3 load index errors are different bugs." + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Gemma3 DeepSpeed loading failures." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 position_ids/SDPA issues are not the same code-path problem." + "reason": "Both are Qwen3.5/MoE training failures, but one is an autocast dtype mismatch and the other is a position_ids/SDPA NaN issue." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes constructor incompatibility and missing Float8 storage are unrelated compatibility errors." + "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are unrelated quantization/runtime errors." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap in an earlier fix, not the same broad multi-model bug." + "reason": "Both are tokenizer regressions, but 45920 is broad multi-model wrong IDs while 46489 is a specific DeepSeek-Coder v1 detokenization gap." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Text-embedding degradation and tokenization changes are only loosely related, not duplicates." + "reason": "SigLIP2 embedding quality and a version-dependent tokenization change are different bugs." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and noisy loading messages are different symptoms with no shared concrete bug shown." + "reason": "A corrupted checkpoint and noisy model-loading output are not the same issue." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 problems." + "reason": "Both concern SigLIP2, but zero probabilities and worse text embeddings are distinct symptoms without enough evidence of one root cause." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Highly related buffer-corruption reports, but the packet does not provide enough direct evidence to confirm a duplicate pair." + "reason": "Both involve non-persistent buffers, but 45902 is a Qwen3.5 MoE materialization bug rather than the generic from_pretrained corruption regression." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral tokenizer loading and Molmo tied-weights attribute errors are different failures." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention crash from 3D position_ids and CPU-offload incompatibility are distinct Qwen3.5 issues." + "reason": "Flash-Attn packed-sequence misinterpretation and CPU-offload incompatibility in rotary embedding are separate failures." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and int4 memory OOM are different performance bugs." + "reason": "The latter is a broader HF-vs-JAX SigLIP2 discrepancy; the former is a symptom report about weaker text embeddings, not the same concrete bug." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "SigLIP2 embedding quality and HF-vs-JAX implementation discrepancy are not the same concrete defect." + "reason": "Gradient checkpointing being ineffective and int4 quantization causing higher reserved memory/OOM are different issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states and Qwen3_5Moe buffer initialization are unrelated model-path bugs." + "reason": "Gemma-4 FSDP2 shared_kv_states logic is unrelated to Qwen3.5 non-persistent buffer initialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and glm-4v-9b load failure are different issues." + "reason": "Voxtral tokenizer error messaging and glm-4v loading failure do not share the same bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same bug." + "reason": "General loading noise is not the same as failure to load a specific model." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek detokenization regression and flash_attn import-key failure are unrelated." + "reason": "DeepSeek-Coder detokenization and a Python 3.13 flash_attn import KeyError are unrelated." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Both involve training/memory, but checkpointing behavior and MoE memory inefficiency are different root causes." + "reason": "Noisy loading output and sleng-bert loading failure are different problems." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Same broad loading area, but the reports target different models and failure modes." + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory use are not the same bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape training error and early-stopping metric mismatch are separate trainer issues." + "reason": "DeepSpeed weight-shape runtime error and early-stopping metric handling are unrelated training issues." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Generic remote_code breakage and a specific AutoConfig missing-fields bug are not duplicates." + "reason": "Both involve remote_code, but one is a specific missing-fields config bug and the other is a broad regression report; not enough to treat as the same issue." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "ZeRO-3 index-out-of-bounds during loading and FineGrainedFP8Config failure are different load/config problems." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8Config failure are separate model-specific bugs." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn2 fallback gating problem." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params keyword incompatibility are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error and GLM5 are not the same bug." + "reason": "Qwen3VL weight_only loading and GLM5 are different model/loading problems." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram int error and Gemma4 device mismatch are different device/runtime issues." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params kwarg mismatch are unrelated." + "reason": "MPS histogram int support and Gemma4 PLE device placement are separate errors." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are different code paths." + "reason": "glm-4v loading failure and Molmo missing all_tied_weights_keys are unrelated model bugs." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code regression and Gemma4 device_map forward mismatch are not the same underlying defect." + "reason": "Remote-code loading regressions and Gemma4 PLE device mismatch are not the same underlying problem." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping edge case and remote_code loading breakage are only superficially related." + "reason": "Tokenizer mapping-name handling and remote_code breakage are different config/path issues." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash and flash-attn fallback blocking are different bugs." + "reason": "Mistral tokenizer regex patching and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA cross-version incompatibility and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different runtime failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the evidence in the packet. While issue:43950, issue:44534, and issue:45902 are all thematically related to non-persistent-buffer corruption / uninitialized memory, the packet\u2019s soft-pair signal marks those pairs as deterministic_accept=false, and the analyst\u2019s hard `accept: true` verdicts go beyond what is firmly grounded from the titles alone. The claim of a \"clear duplicate cluster\" is therefore overstated; a more conservative read would keep those as related-but-not-proven duplicates." + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft pairs. The 43950/44534 duplicate anchor is clearly supported by the titles and summaries, and the remaining pairs are not overstated as duplicates." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 5, "review_unit_count": 57, "status": "reviewed", @@ -1484,7 +1538,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:24643", "issue:30064", @@ -1536,8 +1590,8 @@ "issue:46661" ], "soft_pairs": [ - "issue:45715|issue:46315", "issue:45020|issue:45356", + "issue:45715|issue:46315", "issue:45488|issue:46489", "issue:43827|issue:44509", "issue:43404|issue:43950", @@ -1546,227 +1600,227 @@ "issue:42915|issue:43872", "issue:45020|issue:46661", "issue:43792|issue:44220", - "issue:42947|issue:45923", "issue:43257|issue:45305", + "issue:42947|issue:45923", "issue:41553|issue:44991", "issue:36331|issue:41093", "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:44928|issue:45588", - "issue:41553|issue:44488", "issue:44479|issue:44560", "issue:41093|issue:44805", - "issue:44863|issue:46402", + "issue:41553|issue:44488", "issue:24643|issue:30064", + "issue:44863|issue:46402", "issue:44530|issue:44863", "issue:43366|issue:43828", "issue:43596|issue:46515", - "issue:45325|issue:45902", "issue:43366|issue:43531", + "issue:45325|issue:45902", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "dae4ded0153c02b476524e6fe52f2cba865704773679e00863dd782c8a5ab2f7", + "prepared_review_unit_hash": "024f40ef3308a0e443df902e52536f14955cdd4bab8328274835aa97746f4683", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36623, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous Transformer regression reports, not one tight duplicate cluster. Only a few soft pairs look like true same-bug duplicates: the removed-pipeline docs issue, the `_is_hf_initialized` loading regression, the identical mask-shape IndexError, and likely the DeepSeek tokenizer regression pair.", - "confidence": 0.64, - "canonical_issue_reason": "There is no single clean canonical across the whole batch; if one must be chosen, issue 43827 is the best anchor because it is part of the clearest duplicate pair and describes the docs regression most concretely.", + "summary": "This cluster is really a set of several small duplicate groups rather than one single issue. The clearest duplicate families are docs for removed pipeline tasks, the `_is_hf_initialized` init regression, Whisper fbank extraction, Qwen3-family ZeRO-3 weight loading, and the mask-shape IndexError. Most other pairs are only broadly similar (same model family/subsystem) and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "If one issue must serve as the umbrella representative, issue 45020 is the broadest and most central regression report in this set: recent transformers versions break remote-code model loading across multiple downstream reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43827 is the strongest overall issue to anchor on because it is concrete, reproducible, and has the clearest one-to-one duplicate relationship in this set.", + "best_issue_reason": "Issue 45020 is the best global representative because it captures the widest recurring failure mode in the cluster (remote-code/model-loading regressions) and is the most general duplicate target among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Related tokenizer performance regressions, but one is about `convert_ids_to_tokens` and the other about `convert_tokens_to_ids`; different code paths." + "reason": "Both are transformers loading regressions, but they describe different concrete bugs: a broad remote_code break vs a specific Kimi-K2.5 tokenizer/codec regression." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Both are broad tokenizer/model regressions, but the symptoms and likely fixes are different (`remote_code` breakage vs Kimi tokenizer codec handling)." + "reason": "Both concern tokenizer performance, but the code paths differ: per-id skip_special_tokens handling vs convert_tokens_to_ids with many added tokens." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both point to the same DeepSeek tokenizer regression in v5: incorrect handling of tokenizer pre-tokenization/output for the DeepSeek family." + "accept": false, + "reason": "Both mention DeepSeek tokenizer breakage, but they appear to be separate tokenizer regressions affecting different model lines and failure modes." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs bug: v5 removed pipeline tasks, but the documentation still references summarization/translation/text2text-generation pipelines." + "reason": "Same docs regression: removed v5 pipeline tasks are still referenced in documentation." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Both involve model loading/state handling, but one is a tied-weight bug in Mistral3 and the other is a non-persistent buffer corruption regression." + "reason": "One is a missing lm_head tie in a specific model class; the other is a from_pretrained buffer-loading regression. Different bugs." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different auto-model failures: composite multimodal config unwrapping vs remote-code `config_class` lookup." + "reason": "Both are auto-model loading issues, but one is composite-config unwrapping and the other is missing config_class on remote-code models; different failures." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same root cause: the new `_is_hf_initialized` keyword breaks model materialization/loading paths." + "reason": "Same `_is_hf_initialized` regression: one surfaces through bitsandbytes Int8Params, the other through init_empty_weights/model loading." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both mention loading/quantization incompatibilities, but the model/config and failure mode are different." + "reason": "Different problems: Qwen3Moe FP8 config failure vs the `_is_hf_initialized` constructor-argument incompatibility." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "`remote_code` regressions are too broad here; these are different concrete failures and not the same bug." + "reason": "Both involve recent loading regressions, but they are not the same concrete bug or fix path." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Whisper failing to run and `_torch_extract_fbank_features()` are related, but the reported problems are not clearly the same underlying bug." + "accept": true, + "reason": "Likely the same Whisper audio feature extraction bug; one report is the model-level failure and the other names the low-level fbank helper." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Gradient checkpointing issues, but one is ineffective LoRA checkpointing and the other is a missing support flag on a remote-code variant." + "reason": "Both involve Qwen/DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS. Different code paths." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Both involve DeepSpeed, but one is a weight-conversion failure and the other is a gradient-averaging bug." + "reason": "Gradient checkpointing issues, but not the same bug: PEFT LoRA checkpointing vs a missing supports_gradient_checkpointing flag in a remote-code model." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different models and different failure causes." + "reason": "Both are tokenizer loading problems, but they affect different models and different error conditions." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different training-time errors: custom `compute_loss` signature mismatch vs tensor/mask shape mismatch." + "reason": "These are unrelated: a Trainer API signature mismatch vs a tensor mask-shape IndexError." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 weight-loading complaints for Qwen models, but the model family and missing-weights pattern differ." + "accept": true, + "reason": "Same underlying Qwen3-family ZeRO-3 weight-loading failure, reported on different variants with slightly different missing-weight symptoms." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for unrelated architectures; no clear shared bug." + "reason": "Different model-loading bugs for different architectures; only the broad symptom is similar." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different runtime paths and symptoms: RLHF gradient explosion vs flash-attention auxiliary-state crash." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both are tokenizer/model loading issues, but they are different models and different errors." + "reason": "One is RLHF NaN/SDPA fallback behavior, the other is a flash-attention crash on sink-less models. Different bugs." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Different multimodal regressions: video input handling vs Qwen3-vl-embedding video StopIteration." + "accept": true, + "reason": "Both point to the same Qwen VL video-input regression in v5.3.0, with the second being a specific model variant/error manifestation." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same concrete mask/tensor shape mismatch error; the later report is essentially a rephrased duplicate." + "reason": "These describe the same mask/index shape mismatch error, just with different example sizes." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Different checkpoint-loading failures for different model families and different missing components." + "reason": "Both are tokenizer/model-loading complaints, but they are different models and different root causes." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated issues: DeepSpeed training weight-shape error vs image processor handling of void segmentation maps." + "reason": "Completely unrelated: DeepSpeed training weight-shape error vs segmentation-map preprocessing." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but they are for different architectures and likely different loader issues." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model-specific failures; one is a PagedAttentionCache crash, the other is a checkpoint loading problem." + "reason": "Different Qwen attention/cache bug vs a NemotronH checkpoint-loading bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF architecture support vs autocast dtype mismatch in a different model." + "reason": "Unrelated issues: GGUF gpt-oss support vs a Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A ZeRO-3/BERT initialization failure is not the same as a general torch compatibility report." + "reason": "Different failures: ZeRO-3 zero-sized index error vs a torch-version incompatibility report." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Both touch rotary/position handling, but they describe different bugs and different model families." + "reason": "Both mention model support/regression, but they are unrelated features: gpt-oss GGUF support vs Qwen3-MoE sliding_window behavior." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Both mention Qwen/Qwen-MoE-adjacent models, but the actual bugs are unrelated." + "reason": "Different Qwen-family rotary/position-id bugs with separate failure modes." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same family (Gemma4) but different failures: shared KV state construction vs device placement under `device_map='auto'`." + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuild vs device_map placement mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately cautious about the batch being heterogeneous. The accepted soft pairs are supported by the issue titles, especially the duplicate-looking docs regression, the `_is_hf_initialized` loading bug, the identical mask-shape error, and the likely DeepSeek tokenizer regression. The negative verdicts also read conservative rather than overclaimed." + "feedback": "The summary is grounded in the packet and the soft-edge calls are mostly conservative. The accepted pairs all have a plausible shared bug pattern (docs regression, `_is_hf_initialized`, Whisper fbank, Qwen3 ZeRO-3 loading, mask-shape IndexError, Qwen video regression), and the rejected pairs generally stay at the right level of caution by not collapsing similar-looking but distinct bugs. The umbrella representative choice for issue 45020 is reasonable, and the cluster summary does not overclaim a single unified bug." }, "evaluator_used": true, "retried": false, @@ -1777,7 +1831,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 6, "review_unit_count": 57, "status": "reviewed", @@ -1785,7 +1839,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:36010", "issue:38175", @@ -1838,20 +1892,20 @@ ], "soft_pairs": [ "issue:43638|issue:46515", - "issue:44155|issue:45584", "issue:43716|issue:44560", - "issue:43950|issue:45834", + "issue:44155|issue:45584", "issue:43366|issue:44589", + "issue:43950|issue:45834", "issue:43824|issue:43957", - "issue:44560|issue:45685", "issue:42915|issue:43957", + "issue:44560|issue:45685", "issue:43645|issue:43646", "issue:43550|issue:44910", "issue:44560|issue:44918", "issue:44683|issue:46515", "issue:42617|issue:43366", - "issue:45812|issue:46489", "issue:36010|issue:42915", + "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44560|issue:44805", "issue:44661|issue:45823", @@ -1872,238 +1926,244 @@ "issue:46459|issue:46512", "issue:44960|issue:44977" ], - "prepared_review_unit_hash": "d1c330c7fe78edcc382690d798508f9306e5869d8ccde5b2467032546af50630", + "prepared_review_unit_hash": "571a0913994314f8169d8381925ca0dbfca92eb0e3840666f77aaa509d38b9dc", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37775, - "estimated_input_tokens": 9444, - "estimated_eval_tokens": 19144 + "serialized_chars": 37777, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with only a few clear duplicate mini-clusters: the non-persistent-buffer regression, the Transformers 5 custom-model init regression, and the SigLIP2 inference regression. Most other pairs are related only at a broad subsystem/model-family level and should not be merged.", - "confidence": 0.82, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the strongest duplicate-style issue is 43644 because it has an exact near-title duplicate and a precise regression description.", + "summary": "Most pairs are only loosely related Transformer regressions and should stay separate. The only clear duplicates are a small set with near-identical bug symptoms/titles, especially the non-persistent buffer regression, plus a couple of model-specific output/init failures.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical for the non-persistent-buffer regression: it names the Transformers 5.0.0 breakage directly and states the concrete symptom, while 44534 is essentially the same report in shorter form.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best representative issue in this set: it states the regression clearly and has the closest duplicate match (44534) with the same underlying buffer-corruption bug.", + "best_issue_reason": "Issue 43644 is the best representative issue overall because it is specific, actionable, and maps cleanly to its duplicate sibling; it is easier to triage than the broader or vaguer regression reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Both mention failures after upgrades, but one is a Deepspeed/BERT zero3 init IndexError and the other is a generic torch 2.4.1 incompatibility; no shared concrete bug." + "reason": "Different failures: Deepspeed ZeRO-3 Bert indexing vs a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model paths and symptoms: multimodal dtype mismatch vs Qwen3-VL video StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription handling after token alignment." + "reason": "Both are inference bugs, but they involve different models and distinct failure modes." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Both are multimodal issues, but they affect different models and code paths (SigLIP2 preprocessing mismatch vs Qwen3-VL video StopIteration)." + "reason": "Unrelated problems: GGUF/gpt-oss support vs missing Float8 storage type during loading." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Unrelated regressions: non-persistent buffer corruption during loading vs Kosmos2.5 long-OCR index error." + "reason": "Different bugs: non-persistent buffer corruption vs Kosmos2.5 long-input indexing." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "GGUF/gpt-oss support and Float8 storage lookup are unrelated loader/runtime issues." + "reason": "Import error for a specific Qwen2.5-VL class vs meta-device loading breakage across some models." }, { - "left": "issue:43824", + "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "An import/export symbol regression is not the same bug as meta-device loading failures across some models." + "reason": "Different code paths: Qwen3-MoE FP8 failure vs generic meta-device loading issues." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different architectures and errors: Qwen3-VL video inference StopIteration vs an MPS histogram op missing for Int." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and meta-device loading failures are separate bugs." + "reason": "Different subsystems and symptoms: video StopIteration vs MPS histogram unsupported for Int." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers v5 custom-model initialization regression; 43645 is a notebook-specific manifestation of 43646." + "reason": "Same underlying custom-model initialization regression; the notebook wording is just a repro variant of the general breakage." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/compile failures in different models; no shared code-path bug is evident." + "reason": "Different models and failures: Bamba torch.compile SDPA issue vs Qwen3.5 flash-attention crash." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen-family multimodal behavior, but one is a video embedding StopIteration and the other is TRL SFT embedding unpacking." + "reason": "Different issues: video inference StopIteration vs TRL trainer unpacking failure." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Torch-version incompatibility, but on different features and releases; not the same concrete problem." + "reason": "Torch-version compatibility problems, but not the same concrete bug or code path." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3D parallel script execution and GGUF architecture support are unrelated." + "reason": "Different feature failures: a script execution problem vs GGUF architecture support." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Unrelated: import path breakage for GenerationMixin vs Qwen3-MoE FP8 runtime failure." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 execution failure." + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same defect." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-map mismatch and a generic torch incompatibility are not the same bug." + "reason": "Gemma4 device mismatch is unrelated to a generic torch compatibility complaint." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and mask/tensor shape mismatch are different runtime failures." + "reason": "Different models and bugs: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping validation and Gemma4 device placement are unrelated." + "reason": "Different failures: tokenizer-mapping model-addition bug vs Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base-patch16-224 inference regression: zero probabilities / nonsensical outputs on the same model indicate the same underlying bug." + "reason": "Same SigLIP2 model producing clearly wrong outputs; one report says zero probabilities, the other says nonsensical results through AutoModel/pipeline." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "The `_is_hf_initialized` regression and Kosmos2.5 OCR index error are unrelated." + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR indexing on long input." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation failures, but they concern different models and there is no evidence of a shared root cause." + "reason": "Different config-validation issues for different model families." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed zero3/BERT initialization and TOKENIZER_MAPPING_NAMES handling are different issues." + "reason": "Different bug classes: ZeRO-3 Bert indexing vs tokenizer-mapping name handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "A zero3/BERT IndexError is not the same bug as add-new-model-like failing in tokenizer mapping names." + "reason": "Different failures: zero-sized BertModel indexing under ZeRO-3 vs add-new-model-like/tokenizer mapping logic." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map offload loading failure and mmap/OOM on Strix Halo are different memory/loading problems." + "reason": "Different load/memory problems: gpu+cpu offload dequantization vs disabling mmap on Strix Halo OOM." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: tokenizer mapping edge case vs mask/tensor shape mismatch." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility across versions and BitNet packed-weight loading are unrelated." + "reason": "Different failure modes and code paths: LoRA qwen3_moe hf4.x/hf5.x incompatibility vs packed-weight loading in BitNet AutoBitLinear." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is an inference symptom and the other is a documentation/example issue with additional quantization failure; not clearly the same bug." + "reason": "Related SigLIP2 context, but one is wrong model outputs and the other is documentation-example errors and quantization mismatch." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same Transformers v5 non-persistent-buffer regression, just reworded." + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk; only the title wording differs." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen-related, but one is auto device mapping CUDA assert and the other is FP8 config failure." + "reason": "Both are Qwen-family runtime bugs, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/Qwen3_moe version compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "Different model-specific issues: Qwen3 MoE LoRA compatibility vs Gemma4 resize_token_embeddings behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + "reason": "Unrelated: Qwen3-MoE FP8 failure vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both report loading failures for BERT-like models, but the titles do not show the same underlying regression or code path." + "reason": "Both report loading failures, but they are on different model repos and lack evidence of the same underlying bug." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is ignored dtype on composite checkpoint loading and the other is stale config dtype after from_config; different bugs." + "reason": "Different regressions: ignored dtype on composite checkpoints vs stale config.dtype after from_config(dtype=...)." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are separate model-specific problems." + "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative about soft matches. The accepted duplicates (43645/43646, 38175/43994, 43644/44534) are plausible from the titles and descriptions, and the rejected pairs mostly avoid overclaiming shared root cause where the evidence is only broad subsystem or model-family similarity." + "feedback": "The summary is grounded in the packet, and the canonical/best-issue choices are supported by the titles and descriptions. The soft-edge decisions are mostly conservative, with the accepted pairs matching near-identical or clearly same-regression reports. I didn\u2019t see any overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -2114,7 +2174,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 7, "review_unit_count": 57, "status": "reviewed", @@ -2122,7 +2182,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:36010", "issue:39404", @@ -2176,248 +2236,247 @@ "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:44488|issue:44991", - "issue:43856|issue:43873", "issue:43644|issue:43645", - "issue:39692|issue:43994", + "issue:43856|issue:43873", "issue:43708|issue:44075", "issue:43856|issue:44387", - "issue:43257|issue:43854", + "issue:39692|issue:43994", "issue:43854|issue:43931", + "issue:43257|issue:43854", "issue:42491|issue:45292", "issue:42491|issue:43931", "issue:44960|issue:46050", "issue:45488|issue:45812", - "issue:45276|issue:45335", "issue:44164|issue:44291", + "issue:45276|issue:45335", "issue:45362|issue:45406", "issue:44910|issue:45588", "issue:44402|issue:44488", "issue:43404|issue:43454", - "issue:42947|issue:45704", + "issue:43425|issue:43957", "issue:39692|issue:44960", "issue:43873|issue:44387", "issue:41720|issue:44155", - "issue:43425|issue:43957", + "issue:42947|issue:45704", "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:36010|issue:39404", - "issue:45663|issue:45859", - "issue:44387|issue:44756" + "issue:45663|issue:45859" ], - "prepared_review_unit_hash": "fbfd6a95b5a37acdc81e5b1339b08b6ff354e4a05194820aa552eacfe4e840b2", + "prepared_review_unit_hash": "58206dcf100d4050f45b5279f668a82a60e03b4bce485f547757e6e581f1d686", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36207, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "soft_pair_count": 29, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are thematically related but not true duplicates. The only clear duplicate pair is the resize_token_embeddings regression across Gemma4/T5Gemma; the rest differ in model family, code path, or failure mode.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45276 is the best canonical issue: it describes the broader resize_token_embeddings propagation bug and cleanly covers the t5gemma variant.", + "summary": "This cluster is mostly heterogeneous; only the Gemma4/T5Gemma resize_token_embeddings reports look like the same underlying regression.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45276 is the broadest statement of the shared resize_token_embeddings bug, and 45335 reads like a narrower model-specific manifestation of the same omission.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest representative issue overall because it is the most general statement of the shared embedding-resize bug.", + "best_issue_reason": "45276 is the best representative issue because it captures the general API regression and can subsume the T5Gemma-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same model family, but one is a ZeRO-3 weight-loading failure and the other is a save_pretrained key regression; different code paths and symptoms." + "reason": "Different Qwen3.5 bugs: weight loading under ZeRO-3 vs incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures; too broad to be the same underlying bug." + "reason": "Unrelated model/example failures; no shared concrete code path." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer/model loading in v5, but they affect different models and likely different tokenizer failure modes." - }, - { - "left": "issue:43856", - "right": "issue:43873", - "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training memory usage and the other is quantization/offloading behavior; not the same bug." + "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization and the other is notebook custom model init; different issues." + "reason": "Different Transformer 5.0 regressions: buffer initialization vs custom model init in notebooks." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation example with multiple errors and the other is incorrect outputs in AutoModel/pipeline usage." + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as quantization/offloading not working." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math and SGD argument handling are unrelated." + "reason": "Resume/max_steps calculation and SGD argument handling are separate Trainer/optimizer bugs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory, but one is training-time inefficiency and the other is int4 reserved-memory/OOM regression; not the same bug." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 CUDA reserved-memory/OOM behavior." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different models and load paths; no concrete shared bug is evident." + "reason": "Same model family, but one is a docs/example mismatch plus quantization failure; the other is bad inference outputs. Not the same bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading problems, but for different Qwen/GLM-VL models and different failure signatures." + "reason": "Different models and different load failures." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE offload/deepspeed conversion issue is unrelated to GLM-4.7-Flash test loading." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/Qwen3 MoE compatibility is unrelated to resize_token_embeddings behavior." + "reason": "LoRA/Qwen3-MoE compatibility is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different models and failures; not the same bug." + "reason": "Different model families and unrelated loading paths." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading/model issue vs sinq quantization persistence bug; unrelated." + "reason": "GLM5 is unrelated to sinq quantization save/load corruption." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different tokenizer classes, models, and failure modes." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Near-paraphrase of the same bug: resize_token_embeddings does not propagate to model-specific embedding/output modules in both Gemma4 and T5Gemma." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument compatibility are separate loading bugs." + "reason": "Extra-state handling in save/from_pretrained is a different failure mode from init_empty_weights rejecting _is_hf_initialized." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug in related Gemma/T5Gemma wrappers; one is the broader report, the other a narrower variant." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Chat crash on Qwen3.5-35B and Gemma4Processor missing _tokenizer in serve are different subsystems and errors." + "reason": "Different crash sites and model classes: Qwen3.5 chat vs Gemma4Processor in serve." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash_attention, but one is a position_ids packing crash and the other is an s_aux=None AttributeError; different code paths." + "reason": "Both touch flash_attention, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different models and different symptoms; not enough evidence of the same root cause." + "reason": "Tokenizer vocab mismatch is not the same as failing to load a specific model." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they target different model classes and lack evidence of a shared concrete code-path bug." + "reason": "Both involve lm_head tying, but they are different model families and not clearly the same concrete fix." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Torch 2.10 compatibility is unrelated to meta-device model loading regressions." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated model families and failure modes." + "reason": "SigLIP2 docs/model issues are unrelated to GLM5." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory themed, but one is offloading not working and the other is increased reserved memory/OOM; not the same bug." + "reason": "Both mention quantization and memory, but the failures are different: offloading behavior vs reserved-memory OOM." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." + "reason": "Different models and symptoms: Qwen3 device-map assert vs AudioFlamingo3 embedding/token leakage." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device loading regressions are distinct compatibility issues." + "reason": "Gradient-checkpointing/PEFT LoRA is unrelated to an apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different models and different failure mechanisms; not the same underlying bug." + "reason": "Different model architectures and different failures: FSDP2 shared_kv_states bug vs from_config not unwrapping text_config." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights loading error and Strix Halo mmap OOM are unrelated." + "reason": "init_empty_weights argument handling is unrelated to disabling mmap to avoid OOM." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different issues." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline breakage are unrelated." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Different Qwen/Gemma model code paths and different offload/attention issues." + "reason": "Not the same bug: one is quantized offloading not working, the other is increased CUDA reserved memory under int4 quantization." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Both are memory problems, but one is int4 quantization reserved-memory growth and the other is mmap on Strix Halo; not the same bug." + "reason": "Different Qwen3.5 issues: FSDP2 attention state vs CPU-offload rotary embedding compatibility." } ] }, "evaluator_result": { "accept": true, - "feedback": "The main duplicate call is well grounded by the titles: both 45276 and 45335 describe resize_token_embeddings not propagating to model-specific embedding/output modules. The remaining pairwise rejections are appropriately conservative from the packet evidence, with no obvious overstatement of shared root cause. " + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:45276 and issue:45335, is plausibly the same resize_token_embeddings propagation bug across related Gemma/T5Gemma wrappers, and the rest of the soft-edge rejections are phrased narrowly without overclaiming shared root causes." }, "evaluator_used": true, "retried": false, @@ -2428,7 +2487,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 8, "review_unit_count": 57, "status": "reviewed", @@ -2436,7 +2495,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:39404", "issue:42796", @@ -2451,11 +2510,11 @@ "issue:43716", "issue:43828", "issue:43854", - "issue:43906", "issue:43957", "issue:44155", "issue:44164", "issue:44292", + "issue:44387", "issue:44402", "issue:44451", "issue:44479", @@ -2489,19 +2548,20 @@ ], "soft_pairs": [ "issue:44292|issue:44912", - "issue:43335|issue:45663", + "issue:44387|issue:44756", "issue:44155|issue:45823", "issue:42947|issue:43381", "issue:43957|issue:44756", - "issue:45276|issue:45292", + "issue:43335|issue:45663", "issue:44863|issue:46468", + "issue:45276|issue:45292", "issue:45685|issue:46468", "issue:44479|issue:44877", - "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:45684|issue:45698", + "issue:43381|issue:44928", "issue:43854|issue:45216", "issue:45588|issue:45663", + "issue:45684|issue:45698", "issue:42796|issue:46326", "issue:45292|issue:45335", "issue:43646|issue:43708", @@ -2510,244 +2570,250 @@ "issue:43645|issue:44164", "issue:44589|issue:44756", "issue:43425|issue:43828", - "issue:45812|issue:46315", "issue:46315|issue:46491", + "issue:45812|issue:46315", "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:39404|issue:46665", "issue:44530|issue:45084", - "issue:44683|issue:45823", "issue:43425|issue:45823", + "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:44479|issue:44805", - "issue:43906|issue:44530" + "issue:44589|issue:45084" ], - "prepared_review_unit_hash": "c1d63970f65c4989610e2fa1b8d0abe1e1e2e779da60fa19ff839300eb23eb2d", + "prepared_review_unit_hash": "d2df45d77c709574d878c4c750c39bc37101ea6e1ebeba26e6ed635f94d5d989", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37582, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "soft_pair_count": 34, + "serialized_chars": 37888, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated. The only clear duplicate subcluster is the `resize_token_embeddings` regression, where a generic report and two model-specific reports point to the same embedding-update bug.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45292 is the broadest formulation of the `resize_token_embeddings` bug: output embeddings are not updated. The related Gemma4 and T5Gemma reports look like concrete manifestations of the same missing propagation.", + "summary": "This cluster is noisy, but one small duplicate set is clear: the resize_token_embeddings regression reported generically and in model-specific forms. Most other soft edges are only thematic matches (same subsystem or symptom class) and do not look like the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45292 is the clearest generic description of the resize_token_embeddings bug and sits at the center of the only obvious duplicate chain (with 45276 and 45335).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative because it states the underlying bug at the right level of generality and can subsume the more specific model variants.", + "best_issue_reason": "Issue 45292 is the best representative of the actual duplicate subcluster because it states the shared failure mode without model-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/load failures, but they involve different models and different quantization setups; no clear same code-path bug." + "reason": "Both are quantization-loading problems, but they involve different models and different quantization formats; no same code-path evidence." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Unrelated symptoms: SwitchTransformers layer creation vs Gemma4 FSDP2 shared_kv_states handling." + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is mmap behavior on Strix Halo; different bugs." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: track leakage in batched audio inference vs Gemma4 device placement mismatch." + "reason": "Audio track leakage vs Gemma4 device mismatch are unrelated failures." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about ineffectiveness with LoRA and the other about eval-mode restrictions." + "reason": "Both involve gradient checkpointing, but one is ineffective with LoRA and the other is disallowed in eval mode; different issues." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading bug vs Strix Halo mmap/OOM issue; different root causes." + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different root causes." }, { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying `resize_token_embeddings` propagation bug; 45276 is a Gemma4-specific manifestation of the generic output-embeddings issue." + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug and Gemma4 FSDP shared_kv_states bug are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; too little evidence of the same bug." + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken example; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; one report is model-specific and the other is the generic version." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "No common failure mode beyond model family name." + "reason": "MPS histogram support error and Nemotron example breakage are unrelated." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different subsystems: video-input regression vs strict config loading." - }, - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior is unrelated to the RLHF NaN / SDPA fallback regression." + "reason": "Both are model/config regressions, but they affect different model families and different failure modes." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Serialization extra_state handling and mmap/OOM are unrelated." + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Both involve save/from_pretrained around custom modules, but one is a permissions issue and the other is loading the wrong module." + "reason": "Eval-mode checkpointing restriction and RLHF NaN from SDPA fallback are different problems." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and different load/save failures; no shared underlying bug is evident." + "reason": "Checkpoint loading for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are distinct." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less-model crash vs Gemma4 FSDP2 key error are different code paths." + "reason": "flash_attention s_aux handling and Gemma4 FSDP state rebuilding are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are custom-model save/load related, but permissions propagation is not the same as wrong module resolution." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer-related, but one is BPE marker handling and the other is `continue_final_message` behavior in mistral_common tokenizers." + "reason": "Tokenizer bugs, but BPE marker handling and continue_final_message behavior are not the same issue." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same core regression: resizing token embeddings does not propagate to model embedding/output layers; these are architecture-specific instances." + "reason": "Same resize_token_embeddings bug, with 45335 being the T5Gemma-specific manifestation." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint resume max_steps calculation." + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps calculation are unrelated." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch for a specific model is not the same as meta-device loading failures." + "reason": "Autocast dtype mismatch and meta-device loading are different failures." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "One is a tokenizer vocab-size inconsistency, the other is a model-loading failure for a specific checkpoint." + "reason": "Tokenizer vocab/special-token mismatch and inability to load a specific model are not clearly the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-defined custom model initialization and extra_state save/load handling are different bugs." + "reason": "Notebook custom-model init and extra_state save/load handling are different custom-model issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap/OOM." + "reason": "Float8 storage lookup failure and Strix Halo OOM are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Generic Torch 2.10 incompatibility is too broad and not the same concrete dtype-mismatch bug." + "reason": "Torch version incompatibility and autocast dtype mismatch are different problems." }, { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong token IDs and the other is a performance regression in `convert_tokens_to_ids`." + "reason": "Slow convert_tokens_to_ids and CodeLlama leading-space round-trip regression are different tokenizer bugs." }, { - "left": "issue:46315", - "right": "issue:46491", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Performance regression vs encode/decode correctness regression; not the same underlying change." + "reason": "Granite token ID regression and convert_tokens_to_ids performance regression are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and generic tokenization changes are not the same bug." + "reason": "Whisper return_language pipeline regression and generic tokenization changes do not look like the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both touch custom-model loading in Transformers 5, but the failure modes are different enough that they should stay separate." + "reason": "Both involve model loading, but base_model_prefix loading and notebook-defined custom model initialization are different failure modes." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and `from_pretrained` inside Python classes do not point to the same code path." + "reason": "Whisper pipeline return_language regression and from_pretrained behavior inside Python classes are not the same issue." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash and compilation/template-node type error are unrelated." + "reason": "PagedAttentionCache linear_attention crash and compile non-template nodes TypeError are unrelated." }, { - "left": "issue:44683", + "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map mismatch." + "reason": "Torch compatibility issue and Gemma4 device mismatch are different bugs." }, { - "left": "issue:43425", + "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Broad Torch 2.10 incompatibility does not match the specific Gemma4 PLE device placement bug." + "reason": "Compiled flex_attention regression on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Torch compatibility and Mistral-3 image preprocessor dtype mismatch are distinct issues." + "reason": "Video-input regression and mask-shape IndexError are different issues." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "The reproduction issue does not clearly match the Qwen3.5 linear_attention group-type crash; insufficient evidence to merge." + "reason": "Float8 storage lookup failure and compile error on non-template nodes are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is conservative and grounded in the packet. The only clearly supported duplicate subcluster is the `resize_token_embeddings` regression around output/decoder embeddings, and the analyst\u2019s canonical choice of issue:45292 is reasonable. The remaining pairwise rejects avoid overclaiming shared root causes and stay within the evidence from titles/issue descriptions." + "feedback": "Grounded and conservative overall. The only clearly duplicated set in the packet is the resize_token_embeddings trio (45276/45292/45335), and the other soft-edge rejections stay within what the titles support. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -2758,7 +2824,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 9, "review_unit_count": 57, "status": "reviewed", @@ -2766,7 +2832,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:36032", "issue:39404", @@ -2791,12 +2857,12 @@ "issue:44079", "issue:44164", "issue:44265", + "issue:44451", "issue:44462", "issue:44479", "issue:44488", "issue:44509", "issue:44530", - "issue:44589", "issue:44661", "issue:44671", "issue:44683", @@ -2818,238 +2884,252 @@ "issue:46489" ], "soft_pairs": [ + "issue:43906|issue:44530", "issue:43901|issue:44509", - "issue:44589|issue:45084", - "issue:44265|issue:44898", "issue:43994|issue:44079", - "issue:44671|issue:44991", + "issue:44265|issue:44898", "issue:43425|issue:44918", + "issue:44671|issue:44991", "issue:39404|issue:44912", "issue:36032|issue:43452", - "issue:46050|issue:46326", "issue:44164|issue:45759", + "issue:46050|issue:46326", "issue:43299|issue:43931", "issue:43906|issue:46326", "issue:44991|issue:45081", "issue:43856|issue:44756", "issue:43596|issue:44683", "issue:44164|issue:44479", - "issue:44462|issue:46489", "issue:44488|issue:45081", "issue:44488|issue:44987", + "issue:44462|issue:46489", "issue:43611|issue:43644", "issue:42796|issue:43404", - "issue:39404|issue:44671", "issue:44737|issue:45859", + "issue:39404|issue:44671", "issue:46285|issue:46402", "issue:36032|issue:42915", "issue:43716|issue:45084", "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:43582|issue:43632" + "issue:43582|issue:43632", + "issue:44451|issue:44987", + "issue:42915|issue:44530" ], - "prepared_review_unit_hash": "88d39897d6778fa7dc11d279943763a8fca88842f0f1cc43f3d2408413b10063", + "prepared_review_unit_hash": "34e241f4887ed61bafc85d439d2e231c7b43c96b46c2490803ffd32a54a40701", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36445, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "soft_pair_count": 31, + "serialized_chars": 37036, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of unrelated Transformers v5 regressions: tokenizer loading, model/config loading, quantization, and a few docs issues. The soft-similarity pairs mostly share broad subsystem vocabulary but not the same concrete bug or fix path.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43611 is the broadest, most central report in the set: a general Transformers v5 model-loading regression. It best represents the cluster\u2019s common theme of v5 breakages, even though many other issues are narrower and model/tokenizer-specific.", + "summary": "These issues are mostly unrelated Transformers v5 regressions clustered by broad tokenizer/model-loading similarity, not true duplicates. The best anchor is the broadest v5 loading regression issue.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43611 is the broadest, most representative report of the cluster\u2019s main theme: Transformers v5 breaking model loading behavior in a general way.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best overall representative because it captures the overarching v5 loading regression pattern that many of the other issues are variants of, whereas the others are more specialized failure modes.", + "best_issue_reason": "issue:43611 is the best global representative because it describes a general v5 loading regression rather than a model-specific edge case or documentation-only problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different problems: an isolated reproduction of an older bug versus a Qwen3.5 PagedAttentionCache crash in linear_attention." + }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline tasks; different documentation bugs." + "reason": "Docs-only mismatches, but one is about `return_all_scores` behavior in text classification while the other is about removed pipeline task docs." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Different failures: Float8 storage lookup vs template compilation error. No shared code-path bug." + "reason": "Different failure modes: SigLIP2 wrong outputs versus a `ModelOutput` key-assignment bug." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/export hook failure and Perceiver interpolation failure are unrelated model paths." + "reason": "Unrelated areas: `torch.export` incompatibility with `torch_compilable_check` versus Perceiver image-classification resizing behavior." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "One is a SigLIP2 bad-output regression, the other is ModelOutput key assignment; different underlying bugs." + "reason": "No shared bug: torch version compatibility versus a Qwen3.5/TRL embedding-unpacking issue." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Different models and symptoms: CamemBERT MLM predictions vs tokenizer loading for est-roberta." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Torch version incompatibility is unrelated to Qwen3.5 TRL embedding unpacking." + "reason": "Both tokenizer/model regressions, but they affect different models and likely different code paths." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression and MXFP4 fallback are separate issues." + "reason": "Whisper pipeline `return_language` regression is unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer method conflict and gguf_file loading failures are different tokenizer/model loading bugs." + "reason": "Both are loading errors, but one is a T5 tokenizer method-name conflict and the other is gguf_file handling in from_pretrained." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message handling are unrelated." + "reason": "Save/load extra_state handling is distinct from `from_config` not unwrapping `text_config`." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "extra_state save/load handling is different from unwrapping text_config in composite configs." + "reason": "Different persistence paths: quantized save/load corruption versus `continue_final_message` on mistral_common tokenizers." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a dev0 regression and the other is a specific weight-shape mismatch; not the same concrete bug." + "reason": "Both are Qwen3-VL loading issues, but one is a dev0 regression and the other is a weight-shape mismatch; not the same bug." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Both mention tokenizer/chat behavior, but they are different reproductions and code paths." + "reason": "Unrelated: isolated reproduction of an old issue versus a mistral_common tokenizer behavior bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer bugs: est-roberta loading vs Mistral regex patch crash." + "reason": "Different tokenizer failures: loading EMBEDDIA/est-roberta versus `_patch_mistral_regex` backend-tokenizer assumptions." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Memory inefficiency during Qwen3 MoE training is unrelated to disabling mmap on Strix Halo." + "reason": "One is Qwen3 MoE training memory inefficiency; the other is a Strix Halo mmap/OOM workaround." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel indexing error and compiled flex_attention on new torch are unrelated." + "reason": "Deepspeed ZeRO-3/BertModel indexing error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state persistence and Qwen video-input regression are separate failures." - }, - { - "left": "issue:44462", - "right": "issue:46489", - "accept": false, - "reason": "Tokenizer.json being ignored is not the same as DeepSeek-Coder output corruption after a prior fix." + "reason": "Different surfaces: extra_state save/load versus video input regression for Qwen VL models." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading issues, but for different models and different failure points." + "reason": "Loading failure for a specific tokenizer/model is not the same as the mistral regex patch crash." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model-specific load failures with no shared root cause evident." + "reason": "Both are model-loading regressions, but one is a tokenizer/model load failure and the other is a composite Qwen config `from_config` issue." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "They both mention tokenizer behavior, but one is about `AutoTokenizer` ignoring `tokenizer.json` while the other is a specific DeepSeek-Coder output regression tied to a separate fix gap." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model loading/base_model_prefix and the other is non-persistent buffer initialization." + "reason": "General v5 loading breakage versus non-persistent buffers being filled with junk; different root causes." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE marker handling and Mistral lm_head tying are unrelated bugs." + "reason": "Tokenizer BPE-marker handling and Qwen3Moe FP8 config failure are unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT MLM predictions are different behaviors in different models." + "reason": "Both are device/offload related, but one is XLNet CPU placement inefficiency and the other is Qwen3.5 MoE rotary embedding CPU-offload incompatibility." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "CPU arange placement bug in XLNet and CPU-offload incompatibility in Qwen3_5Moe are separate issues." + "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM prediction errors are different bugs." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3 text encoder weight loading are unrelated model-specific regressions." + "reason": "Different model-family regressions: CLIP structure inconsistency versus Sam3 text-encoder weights not loading." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3 MoE FineGrainedFP8 failure are different code paths." + "reason": "T5 tokenizer special-token conflict is unrelated to Qwen3Moe FineGrainedFP8Config failures." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch is unrelated to template-node compilation failures." + "reason": "Mistral image-preprocessor/model dtype mismatch is unrelated to a template compilation TypeError." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping-name insertion bug and compiled flex_attention regression are distinct problems." + "reason": "`TOKENIZER_MAPPING_NAMES` add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 paged attention group-type crash are unrelated." + "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code=True` is not the same as a Qwen3.5 paged-attention crash." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon warmup TypeError and _is_hf_initialized breakage are different regressions." + "reason": "AppleSilicon warmup TypeError and `_is_hf_initialized` flag breakage are different runtime issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Model load failure for a specific checkpoint is not the same as the Qwen composite-config loading bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is distinct from PagedAttentionCache crashing on Qwen3.5 linear_attention groups." } ] }, @@ -3063,7 +3143,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 10, "review_unit_count": 57, "status": "reviewed", @@ -3071,7 +3151,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28530", "issue:34567", @@ -3097,6 +3177,7 @@ "issue:43819", "issue:43883", "issue:43994", + "issue:44062", "issue:44206", "issue:44220", "issue:44265", @@ -3106,7 +3187,6 @@ "issue:44464", "issue:44466", "issue:44488", - "issue:44530", "issue:44534", "issue:44610", "issue:44811", @@ -3124,296 +3204,286 @@ ], "soft_pairs": [ "issue:40990|issue:43421", - "issue:42915|issue:44530", - "issue:44451|issue:44987", "issue:43541|issue:45084", "issue:34567|issue:40444", "issue:43644|issue:43646", "issue:42175|issue:46178", - "issue:44811|issue:45584", "issue:44206|issue:44220", + "issue:44811|issue:45584", "issue:43883|issue:44488", "issue:40444|issue:46326", - "issue:36032|issue:43645", "issue:43452|issue:43482", + "issue:36032|issue:43645", "issue:43317|issue:43482", "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:43262|issue:43377", "issue:43746|issue:46326", - "issue:43883|issue:44991", "issue:44464|issue:45987", - "issue:43646|issue:44534", "issue:44403|issue:45081", + "issue:43646|issue:44534", "issue:42915|issue:45084", - "issue:43645|issue:44534", + "issue:43883|issue:44991", "issue:43404|issue:44466", + "issue:43645|issue:44534", "issue:44849|issue:45325", "issue:43377|issue:43819", - "issue:43994|issue:44610", "issue:28530|issue:34567", + "issue:43994|issue:44610", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:42915|issue:44291", + "issue:36032|issue:43742", "issue:43089|issue:45987", "issue:44265|issue:44610", - "issue:36032|issue:43742" + "issue:44062|issue:44987" ], - "prepared_review_unit_hash": "f541d63ac5e6efa2b0ab2e75169a6a49ce75eb46442fc8cbe11a5c9fd6b25f6e", + "prepared_review_unit_hash": "c6a0d4b2c17a2b00549b18d24b046d0d5e19a1c6069c6974177363e4ffc9bc37", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38403, - "estimated_input_tokens": 9601, - "estimated_eval_tokens": 19458 + "soft_pair_count": 34, + "serialized_chars": 38095, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated closed issues that only look superficially similar because many involve loading or model-regression symptoms. The only soft pair that looks like the same underlying bug is the GGUF loading regression pair.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43452 is the best canonical issue because it describes the broadest, most concrete failure mode in the cluster: GGUF loading breaks across both tokenizer and causal LM from_pretrained paths. It is more general than the specific Qwen2.5-GGUF report and best represents that duplicate subgroup.", + "summary": "These are mostly unrelated bug reports. None of the soft pairs look like the same underlying issue closely enough to merge, and the strongest representative issue is the non-persistent buffer regression (#43644).", + "confidence": 0.79, + "canonical_issue_reason": "#43644 is the clearest, most central report with a broad v5 regression and strong signal; it also aligns closely with the near-duplicate #44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the strongest issue candidate overall: it is the most general report among the only clearly related pair, and its wording matches a reusable code-path regression rather than a model-specific symptom.", + "best_issue_reason": "#43644 is a well-scoped, high-signal bug report with a concrete failure mode and broad impact, making it a good cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Different symptoms and code paths: perplexity/eval behavior versus runtime special-token post-processing updates." - }, - { - "left": "issue:42915", - "right": "issue:44530", - "accept": false, - "reason": "Both mention Qwen models, but one is an FP8 loading/config failure and the other is a paged-attention cache/group-type crash; not the same bug." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Both are model-loading failures, but they concern different models and likely different regressions." + "reason": "Different subsystems and failures: perplexity/debugging of a model vs tokenizer backend special-token updates." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "A torch dynamo grouped_mm tracing error is unrelated to a template compilation TypeError." + "reason": "Unrelated errors: torch-dynamo grouped_mm tracing vs tokenizer/template compilation." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multimodal iterable-dataset finetuning are unrelated." + "reason": "Token counting state bug vs multimodal iterable dataset/image batching failure." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is about non-persistent buffers being corrupted while the other is about custom model initialization; too broad and not the same concrete bug." + "reason": "Both are v5 breakages, but one is buffer initialization junk and the other is custom model init; not the same concrete bug." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both concern backend/package handling, but one is missing tensorflow in a torch extra and the other is a missing tensorflow_text mapping entry." + "reason": "Different backend-installation issues: missing tensorflow in extras vs unknown tensorflow_text backend mapping." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Related audio area, but one is a center-arg regression in an extractor and the other is a separate fbank helper issue." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Both are audio-feature-related, but the titles point to different failures and there is not enough evidence they share the same exact code-path bug." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "One is a missing attribute on MolmoForCausalLM and the other is a specific tokenizer/model loading failure; not the same issue." + "reason": "Different model-loading failures affecting different models and code paths." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different domains: multimodal finetuning with iterable datasets versus mistral_common continue_final_message behavior." + "reason": "Multimodal dataset/image batching bug vs tokenizer continue_final_message behavior; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic from_pretrained gguf_file breakage and the other is a model-specific Qwen2.5-GGUF v5 failure." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization are unrelated." + "reason": "Tokenizer class conflict vs custom model initialization in notebooks; different bugs." }, { - "left": "issue:43452", + "left": "issue:43317", "right": "issue:43482", - "accept": true, - "reason": "Both describe the same GGUF loading regression in transformers v5, with 43482 appearing to be a model-specific instance of the broader from_pretrained GGUF failure in 43452." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Device-map/offload loading failure and GGUF loading failure are different code paths." + "accept": false, + "reason": "Dequantized model offload loading vs Qwen2.5 GGUF loading; not the same failure." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation error and GraniteMoEHybrid invalid-method call are different failures." + "reason": "Tokenizer compilation error vs GraniteMoEHybrid calling an invalid method; different code paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but they affect different models/tokenizers and do not look like one concrete bug." + "reason": "Both are model-loading regressions, but they target different models and likely different root causes." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and MIMI padding-mask batching are distinct issues." + "reason": "Audio chat-template sampling-rate default vs MIMI encoder batching/padding-mask mismatch." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Missing all_tied_weights_keys and tokenizer loading for a different model are not the same problem." + "reason": "PEFT/local checkpoint loading vs mistral_common continue_final_message; unrelated." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and StaticCache return-type contract are related only at a very high level." + "reason": "Chunked generation inconsistency with compiled forward vs StaticCache return-type contract; different bugs." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Both mention v5/custom model behavior, but the specific symptoms differ enough that they should not be merged." + "reason": "Loading noise/logging issue vs Mistral tokenizer regex patch crash; not the same problem." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Noise on load and a Mistral regex patch crash are different loading-related issues." + "reason": "Similar v5/custom-model theme, but one is custom init breakage and the other is non-persistent buffer corruption." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 failure and template compilation TypeError are unrelated." + "reason": "FP8 config failure on Qwen3Moe vs template compilation TypeError; unrelated." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Custom model initialization in notebooks and non-persistent-buffer corruption are not the same bug." + "reason": "Molmo tied-weights attribute issue vs tokenizer loading regression for a different model." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a model-specific untied-weight bug and the other is a device-dependent serialization issue." + "reason": "Mistral3 lm_head tying bug vs device-dependent serialization bug; different concrete failures." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model notebook/init regression vs non-persistent buffer junk; not the same underlying issue." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different failure modes." + "reason": "Different Qwen model bugs: hidden states output vs rope index scaling for Qwen2.5-VL." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Batched-vs-single MIMI encoder outputs and DAC.from_latents/forward mismatch are unrelated approximation bugs." + "reason": "Batched-vs-single MIMI encoder outputs vs DAC forward/from_latents mismatch; unrelated." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Nonsensical model outputs and wrong processor input size are different problems." + "reason": "Early stopping metric selection issue vs TrainerState token-count tracking bug." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Early-stopping metric selection and token-count tracking are unrelated Trainer issues." + "reason": "SigLIP2 nonsensical outputs vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different models and different tokenizer/loading failures." + "reason": "Different model-loading failure than a Mistral tokenizer regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model-loading regression for one model versus a Mistral tokenizer regex crash for another." + "reason": "Model load failure for a specific repo vs tokenizer regex patch crash; different roots." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config failure and init_empty_weights unexpected-argument failure are different loading paths." + "reason": "FP8/Qwen3Moe issue vs init_empty_weights unexpected argument; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method conflict vs key error loading MobileLLM-125M; different bugs." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead/per-token syncs is a performance issue, not a cache-length contract bug." + "reason": "Generation performance overhead vs cache length return-type contract; unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check and a processor size mismatch are unrelated." + "reason": "torch.export/torch_compilable_check failure vs processor output-size mismatch; different areas." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer method conflict and MobileLLM key error are not the same failure." + "reason": "AddedToken argument collision vs a model-loading regression for another repo; not the same issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft pair, issue:43452/issue:43482, is a plausible same-bug relation based on the shared GGUF loading regression, and the rejections avoid overclaiming beyond what the titles support." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 11, "review_unit_count": 57, "status": "reviewed", @@ -3421,7 +3491,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:33666", "issue:35707", @@ -3430,12 +3500,13 @@ "issue:40990", "issue:41553", "issue:41720", + "issue:42175", "issue:42796", "issue:42915", "issue:43296", + "issue:43317", "issue:43322", "issue:43381", - "issue:43421", "issue:43425", "issue:43482", "issue:43525", @@ -3446,270 +3517,284 @@ "issue:43632", "issue:43746", "issue:43792", - "issue:44062", + "issue:43856", "issue:44079", "issue:44220", "issue:44291", "issue:44403", "issue:44479", "issue:44534", - "issue:44568", "issue:44589", "issue:44683", "issue:44756", "issue:44811", "issue:44877", - "issue:44987", "issue:44991", "issue:45216", "issue:45325", "issue:45357", "issue:45538", + "issue:45542", "issue:45663", "issue:45812", "issue:45923", "issue:46315", - "issue:46491" + "issue:46491", + "issue:46710" ], "soft_pairs": [ - "issue:43322|issue:43540", - "issue:44062|issue:44987", "issue:42915|issue:44589", + "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:45216|issue:45357", - "issue:44991|issue:46315", "issue:36032|issue:41720", + "issue:44991|issue:46315", "issue:43531|issue:44877", - "issue:43611|issue:44534", - "issue:43425|issue:44403", "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:43611|issue:44534", "issue:44220|issue:44683", "issue:40444|issue:45325", "issue:45812|issue:46491", "issue:43632|issue:44756", - "issue:42796|issue:43746", "issue:44403|issue:44991", "issue:43381|issue:45923", - "issue:33666|issue:40444", + "issue:42796|issue:43746", "issue:43792|issue:44589", - "issue:40990|issue:44811", - "issue:44079|issue:45663", + "issue:33666|issue:40444", "issue:44291|issue:44589", - "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", "issue:43632|issue:44534", + "issue:43482|issue:45538", "issue:41553|issue:43582", - "issue:35707|issue:40444", - "issue:43482|issue:43525", - "issue:43482|issue:45538" + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "39d0bedffdd40dd28aae295250ed72830d46afd68254a030171be55fd99ff64f", + "prepared_review_unit_hash": "a93d8313339ab1ceb179fc9d2539eafaa163e3279fe09a6ffe92a8ddb023c6d9", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35621, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36721, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate edges are false positives across unrelated bugs, models, or failure modes. The only clear duplicate is the Qwen3.5 `save_pretrained` checkpoint-regression pair.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45216 is the broader, earlier report of the Qwen3.5 checkpoint serialization regression; 45357 reads like a later, narrower manifestation focused on the visual encoder keys.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers/model bug reports. Only the two Qwen3.5 save_pretrained regressions look like the same underlying issue; the rest are related by theme but not by the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45216 is the broader regression report for Qwen3.5 save_pretrained checkpoint corruption; issue:45357 reads like a later, narrower follow-up about the visual encoder keys.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best representative because it captures the full `save_pretrained` regression at the model level, while still matching the later visual-key corruption report.", + "best_issue_reason": "issue:45216 is the best anchor because it is earlier and more general, making it a better representative of the duplicated Qwen3.5 save_pretrained bug than the more specific follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Different multimodal models and different failure types; both are video/image-related but not the same code path." - }, - { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "One is an AddedToken argument conflict, the other is a model-specific tokenizer load failure; no clear shared bug." + "reason": "Both involve FP8/float8 failures, but one is a Qwen3MoE FineGrainedFP8Config failure and the other is a storage-object lookup error; not clearly the same concrete bug." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Both involve FP8-related errors, but they point to different underlying failures and code paths." + "reason": "Both are multimodal load/runtime failures, but they affect different model families and error paths (Llava Next segfault vs Qwen3OmniMoe video ValueError)." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "`44479` is a broad video-input regression across several models; `45325` is a specific still-image RoPE scaling bug in Qwen2.5-VL." + "reason": "Both touch Qwen VL rope/vision position handling, but one is a broad video-input regression and the other is a specific still-image temporal scaling bug; not enough to treat as the same defect." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same model family and same `save_pretrained` checkpoint corruption regression; `45357` is a narrower follow-up about the visual encoder keys." + "reason": "Same model family and same save_pretrained regression; the later report just narrows the symptom to incorrect visual encoder keys, so they plausibly describe one underlying checkpoint-saving bug." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Both are tokenizer issues in v5, but one is a load failure and the other is a performance regression in `convert_tokens_to_ids`." + "reason": "Tokenizer constructor conflict in T5 is unrelated to Qwen3 auto device mapping / cudaErrorAssert." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Unrelated failures: a T5 tokenizer attribute conflict versus a Qwen3 auto device-mapping CUDA assert." + "reason": "Both are tokenizer regressions, but one is a loading failure and the other is a performance slowdown in convert_tokens_to_ids; different bugs." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different models and unrelated bugs; one is sliding-window handling, the other is config strictness." + "reason": "Qwen3-MoE sliding_window behavior and Granite speech config loading are unrelated issues." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both are v5 regressions, but they affect different loading/init paths and are not the same concrete bug." + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window handling." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch-version incompatibility and noisy load logs are unrelated." + "reason": "Torch 2.10 incompatibility and loading noise are different regressions with different symptoms." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Different model families and different failure modes; no shared underlying bug." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction issue versus compiled flex_attention failure; unrelated." + "reason": "A torch_extract_fbank_features issue is not the same as compiled flex_attention failing on torch >= 2.9." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Same model family but different symptoms and paths: multi-image iterable training failure versus still-image temporal-position scaling." + "reason": "Multi-image IterableDataset finetuning failure is unrelated to a Qwen2.5-VL rope-index scaling bug." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + "reason": "Both are tokenizer regressions, but one affects Granite token IDs and the other is a CodeLlama round-trip spacing issue." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Unrelated: HF initialization flag regression versus mmap/OOM on Strix Halo." - }, - { - "left": "issue:42796", - "right": "issue:43746", - "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated." + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated bugs." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic load noise is not the same bug as a tokenizer load failure." + "reason": "Noise on model loading and tokenizer loading failure are different problems." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "One is about eval-mode gradient checkpointing misuse, the other is a missing capability flag on a trust_remote_code model." + "reason": "Eval-mode gradient checkpointing failure is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and float8 storage lookup error do not describe the same code-path problem." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both involve Qwen-VL training, but they target different models and different failure scenarios." + "reason": "Multi-GPU Qwen2-VL training and multi-image IterableDataset finetuning are different training scenarios with different failure modes." }, { - "left": "issue:43792", + "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Whisper load failure and missing Float8 storage type are unrelated." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to float8 storage resolution." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are unrelated internals." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 attention state rebuilding are different bugs." + "reason": "Ministral tokenizer BPE marker handling and DeepSeek-R1-Distill-Llama accuracy regression are different bugs." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Both are load-time TypeErrors, but they stem from different causes and code paths." + "reason": "Qwen2.5-GGUF loading failure and Llama4Config pad_token_id attribute error are unrelated model-loading issues." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Both mention special tokens, but one is runtime post-processor updates and the other is a tokenizer-specific BOS/EOS addition regression." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions affecting different internal mechanisms; not the same issue." + "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error messaging and Apple Silicon allocator TypeError are unrelated." + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "device_map/offload loading failure and Qwen3 MoE training memory inefficiency are not the same bug." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Different model load failures: GGUF/v5 compatibility versus missing `pad_token_id` on Llama4Config." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized TypeError are unrelated." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Unrelated tokenizer/load bugs; no shared underlying defect." + "reason": "Missing TensorFlow backend in torch extra install and tensorboard-only undefined tf backend error are related packaging areas but different concrete failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the lone accepted edge (45216/45357) is conservative given both titles reference the same Qwen3.5 `save_pretrained` regression. The rejected pairs are also framed cautiously, mostly distinguishing by model, symptom, or code path rather than overstating duplication." + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (issue:45216 / issue:45357) is a conservative same-bug call based on the two Qwen3.5 save_pretrained regression reports. The remaining pair verdicts stay appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -3720,7 +3805,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 12, "review_unit_count": 57, "status": "reviewed", @@ -3728,30 +3813,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:40444", "issue:41720", "issue:42175", "issue:42796", "issue:42915", + "issue:43262", "issue:43296", - "issue:43317", "issue:43377", + "issue:43421", "issue:43454", "issue:43482", "issue:43493", - "issue:43531", "issue:43606", "issue:43611", "issue:43632", "issue:43644", "issue:43646", "issue:43701", + "issue:43746", "issue:43749", "issue:43792", "issue:43818", - "issue:43856", "issue:43873", "issue:43957", "issue:43994", @@ -3762,6 +3847,7 @@ "issue:44466", "issue:44479", "issue:44534", + "issue:44568", "issue:44829", "issue:44877", "issue:45072", @@ -3771,7 +3857,6 @@ "issue:45381", "issue:45479", "issue:45491", - "issue:45542", "issue:45701", "issue:45800", "issue:45812", @@ -3780,254 +3865,247 @@ "issue:46402" ], "soft_pairs": [ - "issue:43317|issue:43856", - "issue:42175|issue:45542", - "issue:43531|issue:44291", + "issue:43421|issue:44568", "issue:44829|issue:45479", "issue:44079|issue:44534", - "issue:44462|issue:45812", - "issue:43818|issue:46402", "issue:41720|issue:45081", + "issue:43818|issue:46402", + "issue:44462|issue:45812", "issue:43818|issue:45357", - "issue:43377|issue:45491", "issue:43611|issue:43646", + "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43749|issue:44079", - "issue:44265|issue:45072", "issue:42175|issue:43296", + "issue:44265|issue:45072", "issue:45325|issue:45381", + "issue:43454|issue:44466", "issue:43493|issue:43994", "issue:40444|issue:45381", - "issue:43454|issue:44466", - "issue:45325|issue:45834", "issue:43792|issue:43957", + "issue:45325|issue:45834", "issue:42915|issue:43482", "issue:43632|issue:45072", - "issue:42796|issue:45381", - "issue:43701|issue:45325", "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:42796|issue:45381", "issue:43873|issue:45701", "issue:43296|issue:45800", + "issue:44479|issue:45823", "issue:43606|issue:44265", - "issue:44479|issue:45823" + "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "516d94f624fd8758911b145575a806e2ff0db83e5f30d47b0ce3fbf7752807d5", + "prepared_review_unit_hash": "6dd359c9ce050d97fdc399dd04954f9856a1d9a04c4942dbcd99686f274215c2", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36835, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "soft_pair_count": 29, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated Transformers bugs were grouped by loose title similarity. I only see two likely duplicate pairs: the Qwen2.5-VL position-id regressions and the SigLIP2 correctness regressions. No PRs are present.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the set: it describes a general Transformers v5 model-initialization regression, whereas most other items are either unrelated or narrower model-specific bugs.", + "summary": "The cluster is mostly heterogeneous. The only clearly duplicate-worthy pair is the Qwen2.5-VL position-id regression between 45325 and 45381. The SigLIP2 pair is too broad to merge conservatively, despite shared model family and wrong-output symptoms.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45325 is the best canonical issue anchor: it states a specific root-cause-style regression in the shared Qwen2.5-VL rope/position-id path, and issue:45381 reads like the same concrete bug from another angle. The rest of the cluster is mixed and does not form a single coherent duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best available issue representative because it is the most generic loading/initialization regression among the related v5-model issues; it is still not a true umbrella for the whole cluster.", + "best_issue_reason": "issue:45325 is the strongest representative issue overall because it describes a concrete, reproducible v5.3.0 regression with a clear affected code path and a plausible duplicate target in 45381.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "Both mention offload/memory, but one is a device-map dequantized loading failure and the other is a Qwen3 MoE training memory issue." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Both touch TensorFlow packaging, but one is a missing backend dependency in the torch extra and the other is a runtime undefined-tf-backend error with only tensorboard installed." - }, - { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and init_empty_weights/_is_hf_initialized are different code paths and different failure modes." + "reason": "Both involve tokenizer special-token behavior, but one is runtime post-processor syncing and the other is add_special_tokens/BOS-EOS handling; different bugs." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are training regressions, but one is flash_attention_3 degenerate training and the other is single-label classification with num_labels=1 causing zero loss." + "reason": "Both are degenerate-training/classification failures, but the models, triggers, and code paths differ." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated bugs." + "reason": "Both are v5 regressions, but one is ModelOutput key bookkeeping and the other is non-persistent buffer initialization; not the same bug." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough to treat as the same bug." + "reason": "Different models and failures: Qwen3 CUDA assert vs a Mistral tokenizer patch crash." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA vision-tower/temporal-attention issues are unrelated to Sam3Model text-encoder weight loading." + "reason": "Unrelated model-specific loading/architecture issues in different model families." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to a tokenizer regex patch AttributeError." + "reason": "Both concern tokenization, but one is repo tokenizer selection and the other is a Granite token-ID regression; distinct issues." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture problems and Qwen3.5 save_pretrained key serialization are different bugs." + "reason": "Different model families and different problems: Video-LLaVA tower weights vs Qwen3.5 visual-key serialization." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both involve batching/masks, but one is MIMI encoder padding-mask mismatch and the other is Gemma3 sliding-window NaNs on all-padding windows." + "reason": "Both are transformers v5 loading regressions, but they fail in different parts of model initialization." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Both are Transformers v5 loading/init regressions, but they are distinct concrete failures: base_model_prefix loading versus custom model initialization." + "reason": "Both are batching/masking-related, but they affect different models and failure modes." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk initialization is unrelated to ModelOutput key bookkeeping." + "reason": "Different regressions: non-persistent buffer junk vs ModelOutput key assignment." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different subsystems and bugs." + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key assignment." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference wrappers." + "reason": "Completely different areas: packaging/backend extras vs PaddleOCR-VL model loading." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "TensorFlow backend packaging and PaddleOCR-VL load failures in vLLM are different problems." + "reason": "Different subsystems: torch.export with torch_compilable_check vs dtype mismatch in bfloat16 inference." }, { "left": "issue:45325", "right": "issue:45381", "accept": true, - "reason": "Both are Qwen2.5-VL 5.3.0 position-id regressions in the same RoPE/vision-position-id code path, one for still images and one for video input." + "reason": "Same Qwen2.5-VL position-id regression in the shared rope-index / video-vs-still-image code path." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is weight tying on load and the other is serialization behavior; different bugs." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing incorrect outputs; one compares HF to JAX and the other shows nonsensical AutoModel/pipeline results, pointing to the same model implementation bug." + "accept": false, + "reason": "Same model family and broad wrong-output symptoms, but the packet does not conservatively establish the same concrete SigLIP2 bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "IterableDataset with multiple images per prompt is a finetuning/input-packing bug, not the same as Qwen2.5-VL video position-id handling." + "reason": "Both touch Qwen2.5-VL vision input, but one is finetuning multi-image IterableDataset failure and the other is a video position-id regression." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Tied lm_head weight initialization and save_pretrained serialization inconsistency are related only at a broad theme level, not the same concrete bug." + "reason": "Different bugs: Whisper runtime failure vs meta-device loading breakage." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index errors are unrelated." - }, - { - "left": "issue:43792", - "right": "issue:43957", - "accept": false, - "reason": "Whisper inference failure and meta-device model loading regressions are different model-loading issues." + "reason": "Different models and symptoms: Qwen2.5-VL position IDs vs Kosmos2.5 OCR index error." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen2.5 GGUF loading failure are unrelated." + "reason": "Different model-loading failures in unrelated model families." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are separate regressions." + "reason": "Different regressions: _is_hf_initialized handling vs dtype mismatch in inference." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." + "reason": "Different failures: init_empty_weights/_is_hf_initialized argument error vs strict granite_speech config loading." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "init_empty_weights argument handling and strict Granite speech config loading are different bugs." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changing across versions are not the same issue." + "reason": "Quantization/offloading behavior is unrelated to a tokenization-version change regression." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers version incompatibility are unrelated." + "reason": "Different compatibility problems: PaddleOCR-VL loading in vLLM vs torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failures: Qwen video-input regression vs Gemma4 device mismatch." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are different failure modes." + "reason": "CPU offload device mismatch is unrelated to torch.export/torch_compilable_check." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device-map forward mismatch are unrelated." + "reason": "Audio chat-template sample-rate default bug is unrelated to GraniteSpeech checkpoint loading." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the two strongest duplicate-like pairs supported by the issue titles/body themes, and the other soft-edge rejections are appropriately cautious. The note that issue 43646 is only a rough representative, not a true umbrella, is also consistent with the heterogeneous cluster. No PR pair analysis was needed because the packet contains no PRs." + "accept": false, + "feedback": "The Qwen2.5-VL anchor on 45325/45381 is grounded, but the SigLIP2 pair is overstated: the packet only shows the same model family plus broad wrong-output symptoms, not enough to conservatively call 43493 and 43994 the same bug. The rest of the soft-edge rejects look appropriately cautious." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4035,7 +4113,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 13, "review_unit_count": 57, "status": "reviewed", @@ -4043,10 +4121,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:34634", "issue:35707", + "issue:36331", "issue:39692", "issue:40444", "issue:40990", @@ -4056,7 +4135,6 @@ "issue:42915", "issue:42947", "issue:43257", - "issue:43262", "issue:43317", "issue:43322", "issue:43377", @@ -4066,7 +4144,6 @@ "issue:43572", "issue:43606", "issue:43720", - "issue:43746", "issue:43749", "issue:43819", "issue:43873", @@ -4095,11 +4172,10 @@ "issue:46315" ], "soft_pairs": [ - "issue:43262|issue:43746", "issue:40990|issue:45584", - "issue:43881|issue:44488", - "issue:34634|issue:35707", "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", "issue:43454|issue:43550", "issue:43606|issue:43819", "issue:39692|issue:40444", @@ -4107,136 +4183,137 @@ "issue:41720|issue:45823", "issue:46305|issue:46315", "issue:43377|issue:44610", - "issue:44568|issue:45920", "issue:43257|issue:45923", - "issue:42796|issue:46209", + "issue:44568|issue:45920", "issue:43454|issue:45072", + "issue:42796|issue:46209", "issue:43317|issue:43873", - "issue:43377|issue:44898", "issue:43454|issue:43720", + "issue:43377|issue:44898", "issue:40990|issue:42947", - "issue:42796|issue:44977", - "issue:43749|issue:44534", "issue:42617|issue:42915", + "issue:43749|issue:44534", "issue:43572|issue:45759", "issue:43322|issue:46050", - "issue:43526|issue:43883", "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:36331|issue:42617", + "issue:44387|issue:45704", "issue:43881|issue:44991", - "issue:44387|issue:45704" + "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "1a4f9c0d0607a85e8d8d9eb9786662653541fcc999353f4c622fee8ead7fc973", + "prepared_review_unit_hash": "5db35f690642d73a4ca56df7293dfeb05fd8f39e7af0134b6c1a641e78c11078", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36488, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: nearly all pairs are superficially similar topic-wise but do not look like the same concrete bug. The only plausible duplicate is the quantized/offloading loading failure pair (#43317 vs #43873).", - "confidence": 0.33, - "canonical_issue_reason": "#43873 is the broadest umbrella issue in the set and is the only one that plausibly subsumes a nearby duplicate around offloading + quantization loading failures.", + "summary": "The set is mostly a collection of unrelated bug reports with only superficial theme overlap (loading/offloading, tokenizer regressions, device_map issues). I don\u2019t see any soft pair that is clearly the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest representative of the small offloading/quantization subgroup, and its title is generic enough to cover nearby device_map/offload reports better than the narrower model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the most representative issue for the small offloading/quantization subgroup; the rest of the cluster is too mixed to treat as one duplicate set.", + "best_issue_reason": "issue:43873 best captures the most central recurring theme in this cluster (offloading/quantization/device_map failures) and is the most reusable representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio chat-template sampling-rate default vs PEFT/local-checkpoint loading failure; different code paths and bugs." - }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity evaluation issue on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + "reason": "Different failures: perplexity/evaluation vs empty-transcription generation; no shared code path." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + "reason": "Different subsystems and symptoms: inputs_embeds/past_key_values generation vs auto device map cuda assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset handling vs progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Generation-cache behavior and CUDA assert under auto device mapping are different failures." + "reason": "Both are load failures, but for different models/components with no indication of the same root cause." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying bug vs torch.compile/SDPA failure are not the same underlying issue." + "reason": "Weight-tying/generation bug vs torch.compile+SDPA issue; unrelated code paths." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to DAC latent reconstruction/STE mismatch." + "reason": "CPU offload device mismatch and DAC latent/STE mismatch are different model-specific problems." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Different multimodal examples and failures: doc example mismatch/quantization vs iterable-dataset multi-image finetuning." + "reason": "Documentation example errors vs finetuning failure on iterable datasets; not the same bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures in torch_compilable_check models." + "reason": "Tokenizer padding/truncation crash vs torch.export failure via torch_compilable_check; different areas." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mapping, but the models and failure modes differ (CUDA assert vs forward-time device mismatch)." + "reason": "Both mention device_map=auto, but the models, failure modes, and code paths are distinct." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one bug is unrelated to tokenizer conversion performance regression." + "reason": "Streaming mask off-by-one and slow convert_tokens_to_ids are unrelated regressions." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask correctness and OmDet-Turbo processor image-size mismatch are different subsystems and bugs." + "reason": "MIMI batching/padding-mask bug and OmDet-Turbo processor size mismatch are different issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed and a trust_remote_code gradient-checkpointing flag are unrelated." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is wrong token IDs across many models." + "reason": "Both are tokenizer regressions, but one is special-token insertion for a specific tokenizer and the other is broader AutoTokenizer id mapping." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "MOE weight conversion during accelerate+deepspeed loading is unrelated to a missing gradient-checkpointing flag." + "reason": "lm_head tying/generation bug vs dtype mismatch in bfloat16 inference; no shared root cause." }, { "left": "issue:42796", @@ -4244,106 +4321,103 @@ "accept": false, "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." }, - { - "left": "issue:43454", - "right": "issue:45072", - "accept": false, - "reason": "Weight-tying regression is unrelated to bfloat16 dtype mismatches in inference." - }, { "left": "issue:43317", "right": "issue:43873", - "accept": true, - "reason": "Both describe offloading failing for quantized/dequantized models under device_map/accelerate-style loading, plausibly the same underlying bug." - }, - { - "left": "issue:43377", - "right": "issue:44898", "accept": false, - "reason": "Audio encoder padding-mask correctness is unrelated to Perceiver image-resolution handling." + "reason": "Similar offload/quantization wording, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tying bug and packed-weight unpacking during accelerate loading are distinct issues." + "reason": "Weight tying in AyaVision and packed-weight unpacking in BitNet are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask batching bug and Perceiver non-default resolution failure are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity evaluation on a model is unrelated to gradient checkpointing behavior with PEFT LoRA." + "reason": "Perplexity regression and gradient checkpointing/LoRA inefficacy are different problems." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Different tokenizer/regression bugs: BPE-marker handling vs flash-attention generation failure." + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different v5 regressions." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "3d_parallel.py runtime failure and FineGrainedFP8Config failure are unrelated." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization bugs are distinct." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config is unrelated to not unwrapping text_config for composite multimodal configs." + "reason": "StableLm pad_token_idx config regression and Qwen composite text_config unwrapping are different model-config issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault and sinq save/load breakage are different failure modes and code paths." + "reason": "Llava Next segfault on load and sinq save/load breakage are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and symptoms: Qwen3 device-map cuda assert vs Llava Next load segfault." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT label reduction bug is unrelated to Molmo weight-tying attribute errors." + "reason": "BeitImageProcessorFast label reduction bug and Molmo weight-tie attribute error are unrelated." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py runtime failure are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both are load-time crashes, but the models and root causes are different." + "reason": "Int4 CUDA memory growth/OOM and T5 apex RMSNorm memory leak are different memory-related issues." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model-loading regressions for different models; no same concrete bug is evident." + "reason": "Model loading failure and tokenizer loading failure are separate components and not clearly the same root cause." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Int4 CUDA reserved-memory OOM and T5 apex RMSNorm memory leak are separate quantization/runtime problems." + "reason": "Auto device-mapping crash and flash-attention generation correctness issue are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. It correctly treats the cluster as heterogeneous and only elevates the 43317 \u2194 43873 pair, which is the one soft pair whose titles and descriptions both point to offloading/quantization loading behavior. The canonical/best-issue choice is subjective but not overstated, and there are no unsupported duplicate claims." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 14, "review_unit_count": 57, "status": "reviewed", @@ -4351,7 +4425,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:26413", "issue:28530", @@ -4380,6 +4454,7 @@ "issue:43881", "issue:44008", "issue:44186", + "issue:44361", "issue:44423", "issue:44466", "issue:44610", @@ -4388,7 +4463,6 @@ "issue:44756", "issue:44877", "issue:44898", - "issue:44977", "issue:44991", "issue:45072", "issue:45161", @@ -4404,22 +4478,20 @@ ], "soft_pairs": [ "issue:44466|issue:45357", - "issue:36331|issue:42617", - "issue:41720|issue:44977", "issue:36331|issue:42915", + "issue:44877|issue:44991", "issue:43450|issue:45701", "issue:26413|issue:28530", - "issue:44877|issue:44991", - "issue:43065|issue:46402", "issue:40990|issue:45701", "issue:44186|issue:45072", + "issue:43065|issue:46402", "issue:43873|issue:44756", "issue:41720|issue:42617", "issue:43550|issue:43720", "issue:43577|issue:43708", "issue:43404|issue:45357", - "issue:43550|issue:43606", "issue:43295|issue:45701", + "issue:43550|issue:43606", "issue:43646|issue:46665", "issue:44186|issue:44610", "issue:44008|issue:45823", @@ -4430,232 +4502,227 @@ "issue:45632|issue:45684", "issue:41720|issue:45161", "issue:28530|issue:33666", - "issue:44671|issue:44743", "issue:43531|issue:43572", + "issue:44671|issue:44743", "issue:42915|issue:46291", - "issue:43526|issue:43881", - "issue:36331|issue:41720" + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881" ], - "prepared_review_unit_hash": "bad94399beb68e6f091b1af9e503609cff03e1431501106e9f9ee075fc8dc939", + "prepared_review_unit_hash": "162d0b497ba6bebd5ed065db79df2c0334a3f39e40de826eb909b7e799d2da79", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37363, - "estimated_input_tokens": 9341, - "estimated_eval_tokens": 18938 + "soft_pair_count": 31, + "serialized_chars": 37071, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated trainer, tokenizer, multimodal, quantization, loading, and model-specific bugs. None of the soft pairs look like true duplicates, so there is no safe canonical duplicate hub.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is safe to choose because the set is a broad semantic bucket rather than one underlying bug; even the closest trainer-related items have different failure modes.", + "summary": "Mostly unrelated bug reports with some superficial overlap around regressions, tokenization, offloading, and multimodal loading; none of the soft pairs look like the same concrete bug, so no soft edge is accepted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45701 is the broadest regression-style report in the set and is the best representative of the cluster\u2019s loose version-dependent behavior theme, though it does not truly subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43708 is the strongest standalone report: it is concrete, reproducible, and narrowly scoped around a specific resume_from_checkpoint/max_steps bug.", + "best_issue_reason": "issue:45701 is the most general issue here and the closest thing to a cluster anchor, but it still isn\u2019t a duplicate umbrella for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save/tied-weight behavior, but one is about lm_head serialization and the other about incorrect visual encoder keys; different code paths and symptoms." + "reason": "Both involve save/load behavior, but one is tied lm_head serialization and the other is incorrect visual-encoder key saving; different bugs." }, { "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Unexpected compute_loss kwargs and failure to run 3d_parallel.py are unrelated trainer/runtime problems." - }, - { - "left": "issue:41720", - "right": "issue:44977", + "right": "issue:42915", "accept": false, - "reason": "Both mention Qwen models, but one is a device-mapping crash and the other is flash-attention generation behavior; not the same bug." + "reason": "Unexpected trainer callback kwargs and FineGrainedFP8 quantization failure are unrelated failure modes." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "A compute_loss signature mismatch is unrelated to a Qwen3-MoE fine-grained FP8 failure." + "reason": "Strict config rejection and tokenizer-loading failure are different code paths and different root causes." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video-shape handling and version-dependent tokenization are different subsystems and failure modes." + "reason": "Video processor batch-shape handling is unrelated to a version-dependent tokenization regression." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Both are trainer-related, but one is checkpoint resume failing on epoch iteration and the other is early stopping being disabled due to a missing metric." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are unrelated bugs." - }, - { - "left": "issue:43065", - "right": "issue:46402", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as missing text-encoder weights in Sam3Model." + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are separate Trainer bugs." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss-20b and tokenization changes across versions are not the same underlying issue." + "reason": "High perplexity on a specific model is not the same bug as generic tokenization changes across versions." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and dtype mismatches in bfloat16 inference are unrelated." + "reason": "Tokenizer batching crash and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel-decoder dummy layer and Sam3 text-encoder weight loading are different components." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload malfunction and mmap OOM on Strix Halo are distinct problems." + "reason": "Quantization/offload behavior and mmap OOM avoidance are different underlying problems." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and a 3d_parallel.py runtime failure are not the same bug." + "reason": "Auto device-mapping crash and a 3d_parallel.py launch failure are not the same bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 and packed-weight handling in BitNet loading are different code paths." + "reason": "torch.compile+SDPA failure and packed-weight unpacking during accelerate loading are unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype loading and Trainer resume/max_steps calculation are unrelated." + "reason": "Model dtype loading and max_steps recalculation on resume are distinct Trainer/model-loading issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration and incorrect visual encoder keys on save_pretrained are different issues." + "reason": "Untied lm_head weights and incorrect visual-encoder save keys are separate serialization bugs." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "A compile/SDPA problem and a CPU-offload device mismatch are not the same defect." + "reason": "Processor.tokenizer regression in custom multimodal code is not the same issue as general tokenization changes." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "A regression in processor.tokenizer access is not the same as version-dependent tokenization changes." + "reason": "SDPA/torch.compile behavior and CPU-offload device mismatch are different runtime failures." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both mention custom loading behavior, but one is broad Transformers 5.0 init breakage and the other is from_pretrained behavior inside Python classes." + "reason": "Custom model initialization breakage and from_pretrained inconsistency in Python classes overlap loosely but are not the same concrete bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crashes on NER/padding and an image processor output-size mismatch are unrelated." + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are unrelated." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are different bugs." + "reason": "Gemma3n variable-name collision and Gemma4 device-map mismatch are different model-specific failures." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image resolution, but one is wrong processor output size and the other is a model failure despite interpolate_pos_encoding." + "reason": "Both concern image sizes, but they hit different models and different preprocessing/model-interpolation logic." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized model offload loading failure are different quantization/device-map problems." + "reason": "FP8 quantization failure and dequantized model load with device_map offload are not the same bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve multimodal crashes, but the failing attributes and processor stacks differ, so they are not clearly the same bug." + "reason": "Both are serve-time multimodal crashes, but the AttributeError causes and affected processors differ." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + "reason": "GenerationMixin import failure and a 3d_parallel execution issue are unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + "reason": "Cache-path collisions and read-only permission propagation are separate filesystem-related bugs." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve distributed/parallel use, but they target different models and different failures." + "reason": "Qwen3 auto device-map assert and GPT-OSS tensor-parallel failure are different distributed-inference problems." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are not the same issue." + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx config omission are distinct issues." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and a missing pad_token_idx in StableLmConfig are different regressions." + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are different model behaviors." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "A Qwen3-MoE FP8 failure and a kernels import requirement change are unrelated." + "reason": "Quantization config failure and kernels package version/revision requirement failure are unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are different problems." + "reason": "Trainer compute_loss signature breakage and auto device-mapping CUDA assert are different layers of the stack." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer implementations and different triggering inputs; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "A trainer compute_loss signature issue is unrelated to Qwen2-VL multi-GPU training." + "reason": "Beit label reduction and glm-4v loading failure are unrelated." } ] }, @@ -4669,7 +4736,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 15, "review_unit_count": 57, "status": "reviewed", @@ -4677,7 +4744,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28530", "issue:29159", @@ -4704,9 +4771,8 @@ "issue:43746", "issue:43782", "issue:43873", + "issue:44062", "issue:44077", - "issue:44186", - "issue:44361", "issue:44387", "issue:44451", "issue:44492", @@ -4729,238 +4795,238 @@ "issue:46665" ], "soft_pairs": [ - "issue:44186|issue:44361", "issue:43316|issue:44913", "issue:42915|issue:43322", "issue:28530|issue:30064", "issue:33357|issue:35707", "issue:43540|issue:43782", "issue:29159|issue:36032", - "issue:43550|issue:43653", "issue:43873|issue:45704", - "issue:43606|issue:43720", + "issue:43550|issue:43653", "issue:44387|issue:45701", - "issue:44492|issue:44509", "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44492|issue:44509", "issue:44534|issue:46665", "issue:41720|issue:43746", - "issue:43388|issue:45059", "issue:43531|issue:45759", "issue:42490|issue:43329", + "issue:43388|issue:45059", "issue:43606|issue:43653", "issue:45406|issue:45464", - "issue:45357|issue:46402", "issue:34567|issue:35707", "issue:34634|issue:41720", - "issue:45759|issue:45859", - "issue:44451|issue:44991", + "issue:45357|issue:46402", "issue:43531|issue:44589", - "issue:44625|issue:45479", + "issue:44451|issue:44991", + "issue:45759|issue:45859", "issue:44077|issue:44625", - "issue:43644|issue:46665" + "issue:44625|issue:45479", + "issue:43644|issue:46665", + "issue:44062|issue:44451" ], - "prepared_review_unit_hash": "68a43e621647e571cde589a1110ec32d26fbae6efcd9f77c4403be8bee592cbf", + "prepared_review_unit_hash": "927346f591c6180b59ef1799615d5d94e48d51e46b5ab1d92b91fd74d8a561d9", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36387, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a heterogeneous mix of unrelated bug reports. I found no strong duplicate pair among the listed soft edges; the closest thematic overlap is the non-persistent-buffer regression, but the provided pairings do not line up tightly enough to merge.", - "confidence": 0.81, - "canonical_issue_reason": "No clear duplicate cluster emerges from the listed pairs. Issue 43644 is the best representative because it is a concrete, well-scoped regression report with a crisp failure mode and version context.", + "summary": "The soft links are mostly false positives: the candidate pairs span unrelated bugs across tokenizers, multimodal processors, loading/offload, quantization, docs, and model-specific regressions. I reject all soft edges; no duplicate issue cluster is supported from the titles alone.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest standalone issue in the set: specific, reproducible, and easy to action. It is the clearest representative even though the other items are not true duplicates of it.", + "best_issue_reason": "issue:44387 is the strongest standalone report: it describes a broad, reproducible quantization/OOM regression and has high discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both are tokenizer/model-input crashes, but they affect different models and different failure modes (LayoutLMv2 NER padding/truncation vs MLuke AttributeError)." - }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both mention config inconsistencies, but one is a Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct not persisting on reload; different fields and code paths." + "reason": "Different bugs: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different subsystems and failures: Qwen3Moe + FineGrainedFP8Config versus Llava Next segmentation fault on model load." + "reason": "Unrelated failures: Qwen3Moe FineGrainedFP8Config vs Llava Next segmentation fault on load." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric resolution and image processor segmentation-map handling are unrelated bugs." + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "A MacOS bus error in CLIP loading and a generation bug with inputs_embeds/past_key_values are different runtime paths." + "reason": "MacOS bus error in CLIP loading is not the same as generation with inputs_embeds/past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video-input processing in Qwen3OmniMoe and the other is a weight_only from_pretrained failure in Qwen3VL; not the same bug." + "reason": "Different Qwen3 issues: video-input ValueError vs weight_only loading error." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a broad tokenizer behavior issue, while T5Tokenizer load fails due to an add_special_tokens method conflict." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Bamba SDPA/torch.compile failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Tokenizer inconsistency and T5 add_special_tokens name conflict are separate bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior versus an Apex RMSNorm memory leak are different underlying problems." + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak have different causes and fixes." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both involve loading/offload machinery, but one is a Bark CPU-offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." + "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token decode behavior." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "CUDA memory growth under int4 quantization is unrelated to tokenizer changes across versions." + "reason": "CUDA reserved-memory OOM under int4 quantization is not tokenization-version drift." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." + "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but CPU offload device mismatch and unpacking packed weights are distinct code paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset handling are separate model/component bugs." + "reason": "Cache-strategy typo and docs mentioning removed pipelines are unrelated documentation issues." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Both touch loading behavior in v5, but one is non-persistent buffer initialization and the other is from_pretrained used inside Python classes; different code paths." + "reason": "Non-persistent buffer initialization and from_pretrained-in-Python-class behavior are not the same bug." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated failures." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "A metrics-gathering batch truncation bug is unrelated to SAM3 text/bounding-box processing behavior." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are separate failures." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and from_config text_config unwrapping for composite Qwen multimodal configs are different bugs." + "reason": "Sliding_window on Qwen3-MoE and from_config not unwrapping text_config are different model/config problems." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Import warning for trailing slashes and an undefined video branch in multimodal token counting are unrelated." + "reason": "Trailing-slash local-model warning is unrelated to undefined video-patch helpers in multimodal token counting." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Tuple-label truncation in gather_for_metrics is unrelated to SAM3 text/bounding-box behavior." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch in Bark and BigBirdTokenizer special-token decode behavior are different issues." + "reason": "Device mismatch during CPU offload is not the same as a tokenizer special-token registration bug." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are separate serving bugs." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Both concern multimodal weight loading, but one is incorrect visual encoder keys on save_pretrained and the other is Sam3Model text encoder weights not loading." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different issues." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counter not updating is unrelated to progressive generation with embeddings and cache." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset handling and Qwen3 auto device mapping are not the same failure mode." + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert have no shared root cause." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Composite config unwrapping and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different problems." + "reason": "Wrong visual-encoder save_pretrained keys and Sam3Model text-encoder load failure are different model-loading bugs." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and are not clearly the same root cause." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to missing Float8 storage during loading." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Sliding-window logic and missing Float8 storage object errors are unrelated." + "reason": "A specific model loading failure and tokenizer loading regression are not the same underlying issue." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "A config propagation bug for Qwen3.5 and a sequence-classification loss degeneration bug are different issues." + "reason": "Unwrapping text_config in from_config and CPU-offload rotary embedding incompatibility are distinct Qwen bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init on patchtsmixer and num_labels propagation in Qwen3.5 are unrelated." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated API issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation and zero-loss single-label classification are different classifier bugs." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk on v5 and from_pretrained behavior inside Python classes do not describe the same defect." + "reason": "Non-persistent buffer junk and from_pretrained behavior inside Python classes do not describe the same defect." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not a general model-loading failure." } ] }, @@ -4974,7 +5040,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 16, "review_unit_count": 57, "status": "reviewed", @@ -4982,13 +5048,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:30064", "issue:36010", "issue:39692", "issue:41720", "issue:42886", + "issue:43295", "issue:43381", "issue:43421", "issue:43531", @@ -5003,10 +5070,8 @@ "issue:43873", "issue:43927", "issue:43994", - "issue:44062", "issue:44186", "issue:44368", - "issue:44451", "issue:44514", "issue:44545", "issue:44610", @@ -5024,6 +5089,7 @@ "issue:45381", "issue:45704", "issue:45759", + "issue:45834", "issue:45907", "issue:45923", "issue:46032", @@ -5034,250 +5100,251 @@ ], "soft_pairs": [ "issue:44898|issue:45072", - "issue:44062|issue:44451", "issue:44368|issue:45357", - "issue:43381|issue:43844", "issue:44987|issue:45042", - "issue:46655|issue:46693", + "issue:43381|issue:43844", "issue:39692|issue:44610", + "issue:46655|issue:46693", "issue:43421|issue:43927", - "issue:45704|issue:45923", - "issue:44918|issue:44936", "issue:41720|issue:45704", + "issue:44918|issue:44936", + "issue:45704|issue:45923", "issue:43381|issue:45704", "issue:43746|issue:46050", - "issue:44514|issue:44545", "issue:43531|issue:43645", "issue:42886|issue:44843", - "issue:46032|issue:46463", + "issue:44514|issue:44545", "issue:45759|issue:45923", - "issue:43421|issue:43653", + "issue:46032|issue:46463", "issue:39692|issue:43873", "issue:43994|issue:44671", + "issue:43421|issue:43653", "issue:43746|issue:43873", "issue:43782|issue:45381", "issue:43421|issue:44186", - "issue:45081|issue:45356", "issue:30064|issue:36010", + "issue:45081|issue:45356", "issue:45356|issue:45907", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43550|issue:45072" + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "9737738d72c5f31cc657b3eed3e28be62b279c2974782106192134c9c3d74595", + "prepared_review_unit_hash": "f17445148626af7bff4e097f0afd715e718abed375a99f82f984b114aaf1eb51", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36489, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "soft_pair_count": 31, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports. Only two soft edges look like true duplicates: the Qwen2.5-VL batched chat-template crash, and the HF_HUB_OFFLINE tokenizer regression around _patch_mistral_regex/model_info.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44843 is the clearest root-cause report for the offline tokenizer/Mistral-regex regression; issue 42886 reads as the broader symptom report of the same failure.", + "summary": "This set is mostly unrelated issue reports across different subsystems. The only clear duplicate/merge candidate is the exact Qwen2_5_VLProcessor.apply_chat_template crash pair (44514, 44545); the rest should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44514 is the earlier, slightly more detailed report of the exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash described in 44545.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the strongest canonical issue in this set: it names a specific code path, a reproducible offline-mode regression, and cleanly subsumes the related cache-loading complaint.", + "best_issue_reason": "44514 is the strongest standalone representative of the only true duplicate pair here: it is clear, specific, and earlier than the matching report in 44545.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different models and failures: image-resolution/interpolation bug vs bfloat16 dtype mismatch in another model family." + "reason": "Different bugs: Perceiver resolution/interpolation failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "AddedToken special-argument error is unrelated to the ScandiBERT loading failure." + "reason": "One is a tied-embeddings warning during LoRA fine-tuning; the other is a save_pretrained visual-encoder-key regression." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Different problems: tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual-encoder keys on save_pretrained." + "reason": "Loading `physical-intelligence/fast` fails for a different reason than PIL image processors wrongly requiring torchvision." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as the ZeRO-3 gradient explosion regression." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated failure modes." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Different subsystems and symptoms; one is a model-loading regression, the other an image-processor torchvision dependency issue." + "reason": "Doc-example model/processor mismatch and quantization errors are not the same as the OmDet-Turbo input-size bug." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding bug in SmolVLM is unrelated to the FA2 long-context performance regression." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Both mention processor/model mismatch, but they are different models and different concrete bugs." + "reason": "Video padding calculation in SmolVLM is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token/post-processor update bug is distinct from DiaConfig losing custom token IDs on save/load." + "reason": "Runtime special-token post-processing and config save/load token-ID loss are distinct tokenizer issues." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing flag are unrelated issues." + "reason": "CUDA assert on auto device mapping is unrelated to the apex RMSNorm memory leak in T5." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL input-embedding unpacking failure is not the same as a generic evaluate-after-train failure." - }, - { - "left": "issue:41720", - "right": "issue:45704", - "accept": false, - "reason": "Qwen3 cudaErrorAssert and T5 apex memory leak are unrelated." + "reason": "Different trainer failures: unpacking Qwen3.5 embeddings in SFT vs evaluate() breaking after train()." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and apex memory leak do not share a code path." + "reason": "Memory leak in T5 RMSNorm and missing gradient-checkpointing flag are unrelated." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT adapter local-checkpoint loading differs from sinq quantized save/load corruption." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; these are duplicate reports of the same bug." + "reason": "PEFT local-checkpoint loading failure is not the same as sinq quantized save/load breakage." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Jupyter custom-model initialization regression." + "reason": "Qwen3-MoE sliding-window behavior and Jupyter custom-model initialization are unrelated." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both report tokenizer loading breaking in HF_HUB_OFFLINE mode from the same _patch_mistral_regex/model_info code path." + "accept": false, + "reason": "Both involve offline mode, but 44843 is a specific `_patch_mistral_regex`/`model_info()` root cause while 42886 is a broader cache-loading report." }, { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Incorrect use_cache results in Mamba2Mixer is unrelated to a T5 error-message validation bug." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash; only the report metadata differs." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite-config unwrapping for Qwen multimodal models is unrelated to a missing gradient-checkpointing flag." + "reason": "`from_config` text-config unwrapping and a missing `supports_gradient_checkpointing` flag are different code paths." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Both involve special tokens, but 43653 is a missing registration bug while 43421 is about post-processor refresh after runtime edits." + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." + "reason": "Doc/example quantization failure is not the same as offloading behavior with quantization." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failure modes: SigLIP2 nonsensical output vs CamemBERT masked-LM regression." + "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM prediction regression are different models and symptoms." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates at runtime are not the same as BigBirdTokenizer mask-token registration/decode failure." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT adapter loading and quantization offloading are separate bugs." + "reason": "PEFT checkpoint loading and quantized offloading behavior are separate problems." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading error is not the same as Qwen2.5-VL video position-id corruption." + "reason": "Qwen3VL `weight_only=True` loading error is unrelated to Qwen2.5-VL video position IDs." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are not the same bug as special-token post-processor refresh." + "reason": "Tokenizer post-processor syncing and LayoutLMv2 NER/padding crashes are different bugs." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a codec-handling/warning regression; not clearly the same underlying bug." + "reason": "Void segmentation-map processing and a `GenerationMixin` import error have no substantive overlap." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + "reason": "Both touch tokenizer-regex logic, but one is an AttributeError in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/regression report." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer codec/regression issues are unrelated to list_repo_files missing the revision argument." + "reason": "Tokenizer regression and `list_repo_files` revision forwarding are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are different code paths." + "reason": "Accelerate loading of packed BitNet weights and DAC STE mismatch are different bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token decode issue is unrelated to BitNet packed-weight loading." + "reason": "BigBird special-token decode failure and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and long-ocr index error are different issues." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to bfloat16 dtype mismatches in other models." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to a dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure and DiaConfig token-ID loss are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and appropriately conservative. The two accepted duplicate pairs are well supported by the titles, and the other soft-edge rejections avoid overclaiming despite some superficial similarity." + "feedback": "The assessment is well grounded in the packet: the only supported duplicate is 44514/44545, whose titles describe the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash. The other soft-edge rejections stay conservative and do not overclaim duplication from title-level similarity alone." }, "evaluator_used": true, "retried": false, @@ -5288,7 +5355,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 17, "review_unit_count": 57, "status": "reviewed", @@ -5296,16 +5363,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:30064", + "issue:34634", + "issue:36010", "issue:36331", "issue:39692", "issue:41720", - "issue:43295", "issue:43322", "issue:43335", - "issue:43388", "issue:43531", "issue:43540", "issue:43550", @@ -5313,11 +5380,12 @@ "issue:43611", "issue:43618", "issue:43643", + "issue:43644", "issue:43653", "issue:43697", + "issue:43749", "issue:43756", "issue:43819", - "issue:43927", "issue:44008", "issue:44062", "issue:44186", @@ -5339,232 +5407,232 @@ "issue:45183", "issue:45381", "issue:45479", + "issue:45584", "issue:45685", "issue:45834", - "issue:46032", "issue:46294", "issue:46665", "issue:46693" ], "soft_pairs": [ - "issue:43295|issue:45834", - "issue:43540|issue:46294", - "issue:43550|issue:43927", "issue:44062|issue:44488", + "issue:43540|issue:46294", "issue:43596|issue:44220", "issue:45381|issue:46693", "issue:43618|issue:43697", "issue:43611|issue:46665", + "issue:43531|issue:43643", "issue:43653|issue:43819", "issue:44186|issue:44898", - "issue:43531|issue:43643", "issue:44220|issue:44661", "issue:43335|issue:43756", + "issue:30064|issue:36331", "issue:43550|issue:43819", - "issue:44843|issue:45081", "issue:41720|issue:44991", "issue:43643|issue:44877", - "issue:30064|issue:36331", + "issue:44843|issue:45081", "issue:43540|issue:44008", "issue:44821|issue:45084", "issue:39692|issue:45834", "issue:44186|issue:44442", - "issue:44485|issue:44509", "issue:44448|issue:44671", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:43322|issue:45685", "issue:45183|issue:45479", - "issue:43388|issue:46032", - "issue:43322|issue:45685" + "issue:34634|issue:36010" ], - "prepared_review_unit_hash": "ff40d8f9a3fde6f94cac4e4da52b927ac19bb1045aa21b822c58a1e4e1b3eb84", + "prepared_review_unit_hash": "b6444da641088050d88761e737ca4b7d439dc6c5a1c1393e67e044b7aff91e83", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35521, - "estimated_input_tokens": 8881, - "estimated_eval_tokens": 18018 + "serialized_chars": 35862, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it contains many unrelated model, tokenizer, config, and runtime bugs across different code paths. The soft-similarity pairs are mostly broad thematic overlaps rather than the same underlying defect, so none should be merged as duplicates. No single issue is a clear canonical representative.", + "summary": "These are mostly unrelated issues across different models, tokenizers, and runtime paths, so I reject all soft duplicate links. No PRs are present.", "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and failure modes, with only loose topical similarity.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative issue stands out because the cluster is too mixed to summarize with one artifact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different bugs: processor/tokenizer regression vs long OCR index error in a different model." + "reason": "Both are tokenizer-loading bugs, but they fail in different places: AddedToken/special kwarg duplication vs loading cjvt/sleng-bert. Not the same underlying defect." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs, but they fail in different Qwen models and different code paths (processing vs chat template token/feature mismatch)." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs DiaConfig token-id persistence bug." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "Both tokenizer-related, but the errors and affected models are different; not the same defect." + "reason": "Both involve video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template feature/token count mismatch in Qwen3.5-9B. Different code paths." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Completely different areas: Deepspeed/BertModel init error vs audio fbank feature extraction." + "reason": "BertModel/DeepSpeed zero3 initialization error is unrelated to audio fbank feature extraction. Different subsystems and failure modes." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Different regressions: Qwen2.5-VL video position IDs vs FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs bug and FA2 long-context performance regression are different issues, even if both are generation-related." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are v5 vision-model regressions, but they affect different outputs and code paths; not one bug." + "reason": "CLIPOutput attentions regression and RTDetrV2 output divergence affect different models and concrete behaviors." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both concern loading, but one is base_model_prefix behavior and the other is from_pretrained inside Python classes." + "reason": "Both mention loading APIs, but one is about base_model_prefix breakage in Transformers 5.0 and the other is inconsistent from_pretrained behavior inside Python classes. Not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing fields from trust_remote_code AutoConfig are unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs audio codec forward/from_latents mismatch; unrelated." + "reason": "Tokenizer special-token registration vs DAC.from_latents STE mismatch are different components and code paths." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: LayoutLMv2 tokenizer padding/truncation vs Perceiver image classification resolution handling." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Sliding-window MoE behavior is unrelated to trust_remote_code config field loss." + "reason": "LayoutLMv2Tokenizer batching/NER crash and Perceiver image classification resolution handling are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs tooling failure in add-new-model-like; different problem domains." + "reason": "Audio fbank extraction and add-new-model-like / TOKENIZER_MAPPING_NAMES logic are not the same underlying problem." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are architecture/config issues, but they concern different models and different layer-selection logic." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer drop are different architecture/config issues." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different bug types and code paths: compile/SDPA vs DAC latent decoding mismatch." + "reason": "ImageProcessor void-segmentation failure and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Same helper function name, but distinct failures: offline hub call vs attribute error on tokenizer object." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents missing STE behavior." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Unrelated: Qwen3 device-mapping assert vs tokenizer loading failure for a specific RoBERTa model." + "reason": "Qwen3 auto device map cuda assert and tokenizer loading failure for EMBEDDIA/est-roberta are different problems." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Different config-loading problems with different triggers; not the same underlying defect." + "reason": "Both concern config loading, but one is missing fields from trust_remote_code and the other is strict config rejecting granite_speech. Different causes." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Image processor segmentation-map failure vs CustomTrainer compute_loss signature regression are unrelated." + "reason": "Both touch _patch_mistral_regex, but one fails due to unconditional hub lookup in offline mode while the other crashes on backend_tokenizer access. Same helper, different defects." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both mention multimodal inputs, but one is a video-processing ValueError and the other is a Gemma3n variable collision." + "reason": "Qwen3OmniMoe video ValueError and Gemma3n audio_mel_mask name collision are unrelated model bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different issues: AutoImageProcessor URL loading vs template-node compilation error." + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are not the same code path." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Docs/example mistakes in SigLIP2 vs runtime OCR index error in Kosmos2.5; not the same bug." + "reason": "SigLIP2 docs errors and Kosmos2.5 long OCR index error are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer padding/truncation crash vs AutoTokenizer loading failure for another tokenizer; unrelated." + "reason": "LayoutLMv2Tokenizer crash and FastSpeech2ConformerTokenizer loading failure are both tokenizer-related only at a very broad level; different components and failures." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "RoPE implementation discussion vs stale docs mentioning removed pipeline tasks; different changes." + "reason": "Different model regressions: Pegasus output changes across versions vs CamemBERT masked LM prediction errors." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and behaviors, so not mergeable as one fix." + "reason": "GLM-5 RoPE implementation discussion and removed pipeline-task docs are not the same issue." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Validation XOR error across models vs degenerate single-label classification loss; different bugs." + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are both v5-related but distinct loading/runtime problems." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Metric-gathering last-batch truncation vs Mamba2Mixer use_cache correctness issue; unrelated." + "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault loading Llava Next models vs MPS histogram implementation error in moe; no shared underlying bug." + "reason": "Llava Next segfault on load and MPS histogram not implemented for Int in MoE are different failures in different stacks." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input_ids/inputs_embeds validation errors and degenerate zero loss for num_labels=1 are unrelated model behaviors." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset and GenerationMixin import failure do not share the same underlying bug." } ] }, @@ -5578,7 +5646,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 18, "review_unit_count": 57, "status": "reviewed", @@ -5586,20 +5654,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28218", "issue:29159", "issue:34634", - "issue:36010", "issue:36331", "issue:42175", + "issue:43388", "issue:43421", "issue:43540", "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43645", "issue:43716", "issue:43720", @@ -5621,15 +5688,17 @@ "issue:44936", "issue:44977", "issue:44991", + "issue:45003", "issue:45020", "issue:45072", "issue:45081", "issue:45381", - "issue:45584", "issue:45701", "issue:45834", "issue:45987", + "issue:46032", "issue:46192", + "issue:46285", "issue:46291", "issue:46294", "issue:46463", @@ -5637,248 +5706,238 @@ "issue:46665" ], "soft_pairs": [ - "issue:43644|issue:43749", - "issue:45584|issue:45834", - "issue:43716|issue:44008", "issue:43606|issue:45072", - "issue:34634|issue:36010", + "issue:43716|issue:44008", + "issue:43388|issue:46032", "issue:43950|issue:45987", "issue:44479|issue:45834", "issue:43582|issue:46512", "issue:43825|issue:43994", "issue:43577|issue:43818", - "issue:43421|issue:44811", - "issue:46294|issue:46463", - "issue:43782|issue:44977", "issue:44991|issue:46291", + "issue:43782|issue:44977", + "issue:46294|issue:46463", "issue:44561|issue:45020", + "issue:43421|issue:44811", "issue:44805|issue:44936", "issue:43540|issue:45381", "issue:44610|issue:45072", "issue:43720|issue:45072", - "issue:28218|issue:29159", "issue:43825|issue:43827", + "issue:28218|issue:29159", "issue:43749|issue:44291", "issue:45987|issue:46192", + "issue:43577|issue:43582", "issue:43645|issue:46665", "issue:44671|issue:45701", - "issue:43577|issue:43582", "issue:42175|issue:45081", - "issue:34634|issue:36331" + "issue:34634|issue:36331", + "issue:45003|issue:46285" ], - "prepared_review_unit_hash": "7607169b9b999cf28a11fdd562af472cbadbd37474a8021c37c6538b11a4f1f2", + "prepared_review_unit_hash": "a7e01126c680df3b05679edfe6619985f7f47606e6e0bbe2acec996c521d023b", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35837, - "estimated_input_tokens": 8960, - "estimated_eval_tokens": 18176 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated regression reports, but one tokenizer pair looks like the same underlying bug: added-token spacing / slow-vs-fast tokenizer inconsistency. All other soft edges appear to be different failures in different code paths.", - "confidence": 0.63, - "canonical_issue_reason": "issue:28218 is the most concrete tokenizer regression in the set: it describes a specific, reproducible added-token spacing bug and is a better anchor than the broader inconsistency report.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad ecosystem themes but not the same concrete bug or fix path. I reject all soft edges and use the broad remote_code regression report as the best issue representative.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 45020 is the broadest, most central regression report in the set: it captures recent-version breakage affecting remote_code models and is the best umbrella representative among these issue-only items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best representative issue for the only likely duplicate subgroup, because it states the core tokenizer symptom clearly and narrowly.", + "best_issue_reason": "Same as canonical: it is the most general and plausibly absorbing report for related version-regression breakages in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Both are loading-related regressions, but one is about non-persistent buffers being corrupted and the other is FSDP CPU RAM efficient loading; too different to be the same bug." - }, - { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are unrelated model-specific failures." + "reason": "Both are inference/runtime mismatch bugs, but they affect different models and different failure modes (CPU offload device mismatch vs bfloat16 dtype mismatch)." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different models and different failure modes: dtype mismatch in preprocessing vs an AttributeError from variable collision." + "reason": "Different model families and different root causes; one is an image preprocessor/model dtype mismatch, the other is a Gemma3n forward variable-name collision." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to bfloat16 dtype mismatches in other models." + "reason": "Training metric batching loss vs generation cache correctness are unrelated code paths." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated issues." - }, - { - "left": "issue:43950", - "right": "issue:45987", - "accept": false, - "reason": "Non-persistent buffer corruption during loading and StaticCache sequence-length return-type mismatch are different code paths." + "reason": "One is a from_pretrained buffer persistence regression; the other is a StaticCache return-type contract bug." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both mention vision/video or indexing failures, but they are different model families and distinct regressions." + "reason": "Both are multimodal input regressions, but for different models and different input pipelines; not the same concrete bug." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." + "reason": "Hardware-specific allocator TypeError and stale config dtype are unrelated issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "An error-message/doc mismatch for pipeline support is not the same as SigLIP2 producing nonsensical outputs." + "reason": "An error-message/documentation issue is not the same as a model-output regression in pipeline/AutoModel usage." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype loading and Video-LLaVA missing temporal attention are different model-specific bugs." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "One is runtime special-token post-processor syncing; the other is Whisper batch_decode ignoring skip_special_tokens. Similar theme, different bug." + "reason": "Different multimodal models with different bugs: dtype loading mismatch vs missing temporal attention/shared weights." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Qwen video/chat-template feature-token mismatch and a T5 decoder-input error message are unrelated." + "reason": "Both are loading/import problems, but one is tokenizer loading for a specific model and the other is a kernels dependency/version requirement issue." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation failures are different problems." + "reason": "Model-load weight_only error and flash-attention generation failure are separate failure modes." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Tokenizer loading failure and kernels package import failure are unrelated dependency/runtime issues." + "reason": "Different model families and different validation paths; video chat-template mismatch is not the same as T5 decoder-input error messaging." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code breakage, but the specific removed API and the broader recent-version incompatibility are not clearly the same bug." + "reason": "Related theme of recent-version breakage, but not the same concrete bug: one is removal of is_torch_fx_available, the other is a broader remote_code regression report." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update logic and Whisper batch_decode skip_special_tokens handling are distinct tokenizer features." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A mask/index shape mismatch and trainer.evaluate() failing after train are not the same underlying defect." + "reason": "An index/mask shape mismatch is not the same underlying problem as train-then-evaluate failure." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input regressions, but they affect different Qwen variants and have different reported symptoms; not enough to merge as one bug." + "reason": "Different Qwen video regressions with different symptoms and likely different code paths." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch in inference are unrelated." + "reason": "Processor image-size mismatch and dtype mismatch in inference are unrelated bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to generic dtype mismatch issues." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "These both point to tokenizer behavior differences, and the specific added-token spacing bug plausibly explains the slow-vs-fast inconsistency." + "reason": "Packed-weight loading failure in BitNet is unrelated to a bfloat16 dtype mismatch." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a misleading error message about translation tasks; the other is outdated docs still referencing pipeline. Same area, different artifacts." + "reason": "They are both about pipeline removal fallout, but one is an incorrect runtime error message and the other is stale documentation." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both concern tokenizer behavior, but the titles are too broad to confirm the same concrete added-token spacing bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are different loading-path failures." + "reason": "FSDP CPU RAM loading breakage and init_empty_weights argument handling are different loading bugs." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return type and return_tensors being ignored are unrelated API bugs." + "reason": "StaticCache sequence-length return type and text_kwargs return_tensors handling are unrelated API bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Model dtype loading and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Notebook custom-model initialization and from_pretrained inside Python classes are similar in spirit but not clearly the same code-path bug." + "reason": "Both mention model initialization ergonomics, but one is a Transformers 5 notebook regression and the other is a from_pretrained behavior inconsistency inside classes." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Masked LM prediction regression and a broad tokenization-change report are not the same specific failure." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Blip2 dtype mismatch and Apple Silicon allocator TypeError are unrelated." + "reason": "A CamemBERT masked-LM prediction regression is not the same issue as a general tokenization change report." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend install extras and Mistral tokenizer regex patching are unrelated." + "reason": "Packaging/backend installation and Mistral regex patching are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated bugs." + "reason": "BarkProcessor voice_preset and custom trainer compute_loss signature mismatch affect different subsystems." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model-loading internals, but the sys.modules access bug and CLIPTextModel structure inconsistency are different code paths and symptoms." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately cautious. The only positive soft edge (28218/29159) is plausibly supported by the titles, and the rest of the verdicts are conservative given the limited evidence. If anything, keep the tokenizer linkage phrased as 'likely related' rather than asserting the same underlying bug too strongly." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 19, "review_unit_count": 57, "status": "reviewed", @@ -5886,7 +5945,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:36010", "issue:36331", @@ -5908,6 +5967,7 @@ "issue:43697", "issue:43720", "issue:43742", + "issue:43746", "issue:43782", "issue:43819", "issue:43906", @@ -5917,11 +5977,11 @@ "issue:44554", "issue:44589", "issue:44610", + "issue:44811", "issue:44857", "issue:44912", "issue:44936", "issue:44991", - "issue:45003", "issue:45020", "issue:45042", "issue:45081", @@ -5932,236 +5992,235 @@ "issue:45538", "issue:45600", "issue:46209", - "issue:46285", "issue:46291", "issue:46326" ], "soft_pairs": [ - "issue:45003|issue:46285", - "issue:43582|issue:44857", "issue:43653|issue:44912", "issue:43262|issue:43819", + "issue:43582|issue:44857", "issue:43782|issue:45325", "issue:45081|issue:45406", "issue:45372|issue:46326", - "issue:44060|issue:44368", - "issue:43329|issue:45600", "issue:43742|issue:45020", "issue:44589|issue:45042", + "issue:44060|issue:44368", + "issue:43329|issue:45600", "issue:43526|issue:43697", "issue:43550|issue:44912", "issue:45084|issue:45538", "issue:43526|issue:44554", "issue:43452|issue:44991", - "issue:43906|issue:46209", "issue:43257|issue:43329", + "issue:43906|issue:46209", "issue:43819|issue:43927", "issue:43638|issue:44936", "issue:36010|issue:36331", "issue:36010|issue:43645", "issue:43531|issue:45042", - "issue:43720|issue:44610", "issue:42175|issue:46291", + "issue:43720|issue:44610", "issue:39692|issue:44912", "issue:42490|issue:43257", - "issue:38175|issue:44610" + "issue:38175|issue:44610", + "issue:43746|issue:44811" ], - "prepared_review_unit_hash": "677404128b274debad9ebf88332c8e08a2e9b6ed835aadc2827c4945097e0061", + "prepared_review_unit_hash": "3c6815d0d31e14ba34fb3514beb0086258a2daa8484450371f4fe6c3aebbea69", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35939, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "serialized_chars": 35946, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs share only broad subsystem/model-family overlap, not the same underlying bug or change. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the set\u2019s recurring theme of recent version-related loading regressions, but the cluster is too diverse to support a true duplicate canonical.", + "summary": "This cluster is mostly a loose semantic group of Transformers issues across many unrelated areas (tokenizers, model loading, quantization, vision/audio, training, and backend-specific bugs). The soft similarity links are theme-level, not true duplicate-level matches.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s shared theme of recent Transformers loading/regression problems, but it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the closest thing to a cluster anchor because it covers a wide class of loading/compatibility breakages, but it still does not subsume the other reports well enough to treat them as duplicates.", + "best_issue_reason": "Issue 45020 is the best single cluster label because it is the most umbrella-like recent regression report; however, the rest of the items are too heterogeneous for a real canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45003", - "right": "issue:46285", - "accept": false, - "reason": "Different bug classes: unsafe sys.modules access vs a CLIP text-model structure inconsistency." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Unrelated failure modes on different platforms: Apple Silicon TypeError vs CUDA AMP crash." - }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading/fallback issue." + "reason": "Different bugs: BigBirdTokenizer special-token registration vs MXFP4 quantized loading fallback." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default vs DAC latent/STE mismatch are separate code paths." + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs CUDA float16 loss crash are different code paths." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both involve VL models, but one is a from_pretrained weight-only loading error and the other is a rope-index scaling bug." + "reason": "Different Qwen-VL issues: weight_only load error vs rope-index temporal scaling bug." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different tokenizer/processor crashes in different model integrations and different attributes." + "reason": "Both are load-time attr errors, but on different objects/models and different APIs; not the same bug." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "One is a missing import breaking Gemma 4 processor loading; the other is a continue_final_message bug for mistral_common tokenizers." + "reason": "Both touch mistral_common, but one is an import/dependency break and the other is a tokenizer chat-template behavior bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Different Qwen model variants and different warning/content: tied-weights miswire vs tie_word_embeddings warning." + "reason": "MobileLLM key error is model-specific; 45020 is a broad remote_code regression, not the same failure." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Multimodal token counting bug vs stale auto_mappings references are unrelated." + "reason": "Float8 storage lookup error vs PIL backend torchvision requirement are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Both are loading regressions, but they are not the same concrete failure or code path." + "reason": "One is a model weight-tying warning bug; the other is a downstream LoRA warning about config mismatch." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Storage-object lookup failure is unrelated to PIL backend torchvision dependency handling." + "reason": "Undefined multimodal-token helpers vs stale auto_mappings config references are different problems." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug vs RTDetr output-drift regression are different model behaviors." + "reason": "BEiT label reduction bug vs RTDetrV2 output drift are distinct model issues." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback during loading." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantized loading in git-oss-20b." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error vs tokenizer model_max_length constant are unrelated." + "reason": "Template-node compilation error vs CLIPTokenizer max-length bug are different subsystems." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different functionality entirely: image label reduction vs MPS attention correctness." + "reason": "ImageProcessor label handling and MPS attention correctness are unrelated." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "GGUF file handling breakage is not the same as a specific tokenizer-loading regression for one model." + "reason": "GGUF from_pretrained breakage is not the same as a specific tokenizer load failure for est-roberta." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "An isolated reproduction of an old issue is not the same bug as FP8 inference failure on B200." + "reason": "Qwen3 MoE accelerate/deepspeed loading vs multimodal token counting undefined symbols are unrelated." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Qwen3 MoE loading/accelerate conversion issue vs multimodal token counting undefined names are unrelated." + "reason": "An isolated reproduction of one older issue is not the same as FP8 inference failure on B200." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction bug and DiaConfig custom-token-ID persistence bug are different code paths." + "reason": "DAC latent mismatch and DiaConfig token-ID persistence are different bugs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed zero3/Bert index error vs trainer.evaluate() after train are different training/runtime issues." + "reason": "DeepSpeed zero3 index error during training vs train-then-evaluate failure are not the same code-path bug." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import path breakage for GenerationMixin is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different failures." + "reason": "Import error for GenerationMixin is unrelated to Jupyter custom-model initialization regressions." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency enforcement." + "reason": "Qwen3-MoE sliding-window behavior vs PIL backend torchvision dependency are unrelated." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "BitNet packed-weight loading bug and OmDet-Turbo input-size mismatch are not the same bug." + "reason": "Missing TensorFlow in torch extra vs kernels dependency version/revision requirement are different package issues." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Package extra composition and kernels import requirements are unrelated dependency issues." + "reason": "BitNet packed-weight unpacking bug and OmDet input-size mismatch are unrelated." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 documentation mistakes do not match a quantization-loading fallback bug." + "reason": "SigLIP2 doc-example errors are not the same as git-oss-20b quantization fallback behavior." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to Qwen3 MoE weight-conversion loading." + "reason": "Trailing-slash import warning and Qwen3 MoE loading/accelerate issues are unrelated." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as OmDet-Turbo preprocessing size mismatch." + "reason": "SigLIP2 zero probabilities vs OmDet processor/model size mismatch are different model-specific bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." } ] }, @@ -6175,7 +6234,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 20, "review_unit_count": 57, "status": "reviewed", @@ -6183,10 +6242,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ + "issue:28282", "issue:29159", "issue:34567", + "issue:34689", "issue:40990", "issue:42915", "issue:43257", @@ -6203,7 +6264,6 @@ "issue:43650", "issue:43696", "issue:43742", - "issue:43746", "issue:43749", "issue:43854", "issue:43906", @@ -6234,217 +6294,217 @@ "issue:46701" ], "soft_pairs": [ - "issue:43746|issue:44811", "issue:44387|issue:44617", "issue:43854|issue:44977", "issue:43643|issue:45759", "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:45459|issue:45803", + "issue:43257|issue:43931", "issue:46421|issue:46424", "issue:43329|issue:44479", - "issue:43257|issue:43931", - "issue:43329|issue:43450", - "issue:43606|issue:45859", "issue:42915|issue:43742", + "issue:43329|issue:43450", "issue:43749|issue:44756", - "issue:43650|issue:43906", - "issue:34567|issue:40990", + "issue:43606|issue:45859", "issue:44291|issue:45042", - "issue:43540|issue:46701", + "issue:34567|issue:40990", "issue:42915|issue:44821", + "issue:43540|issue:46701", + "issue:43650|issue:43906", "issue:43454|issue:43577", - "issue:29159|issue:34567", "issue:43927|issue:44912", + "issue:29159|issue:34567", "issue:44568|issue:45356", "issue:43525|issue:46291", + "issue:44987|issue:45538", "issue:43404|issue:45127", - "issue:44987|issue:45538" + "issue:28282|issue:34689" ], - "prepared_review_unit_hash": "5b1d95fb4c4ec5b7f48134dbf5b6b16f6405a6183e0db74facb958c6810b4103", + "prepared_review_unit_hash": "1a97e3ea627bfe5551850cb37b09d08bd27cbd993698033c35a6b513f1e7ed82", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35072, - "estimated_input_tokens": 8768, - "estimated_eval_tokens": 17792 + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated issue reports. None of the soft pairs look like true duplicates; most share only a broad subsystem label (tokenizers, video, loading, offload, cache, etc.) rather than the same concrete bug.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 46421 is the best weak anchor for the cluster only because it is a clearly scoped, active cache-related bug with discussion and references; however, the overall set is too diverse to have a true canonical duplicate issue.", + "summary": "These items are mostly heterogeneous Transformers bug reports rather than one duplicate cluster. I would not merge any of the soft pairs; they share broad subsystems in a few cases, but not the same concrete bug or fix path.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43749 is the best anchor only by relative signal: it has the most discussion/inbound references and a concrete, reproducible loading regression in a core code path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46421 has the strongest triage value among the listed items: specific reproduction context, open status, and clear user impact. It is not a true representative of the whole cluster, just the most actionable single issue here.", + "best_issue_reason": "Issue 43749 is the strongest standalone issue in this set because it is well-discussed, externally referenced, and describes a clear regression with broad impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "Different bugs and code paths: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." - }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "One is a broad int4 quantization memory regression; the other is a model-specific Sam3Video OOM. Not the same underlying issue." + "reason": "Both are OOM-related, but one is a Transformers 5.x int4 quantization memory regression and the other is a model-specific video OOM; different failures and fixes." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model families and failures: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation behavior." + "reason": "Both concern model loading/generation, but they target different models and likely different regressions; not the same underlying bug." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Config-loading with trust_remote_code missing fields is distinct from from_config failing to unwrap text_config in multimodal configs." + "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM text_config unwrapping are different API paths with different symptoms." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + "reason": "One is a weight-conversion/loading bug for Qwen3 MoE, the other is a CUDA OOM report; same area, different problem." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both are processor-related, but one is chat template sampling-rate defaulting and the other is Whisper decoding token filtering." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are unrelated code paths." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different functions and different failure modes: protobuf decode import handling vs bare except in tensor conversion." + "reason": "Both involve exception handling, but in different functions and with different semantics; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed and the other is a shape mismatch for Qwen3-VL-30B-A3B-Instruct." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Related cache area, but one is lazy init causing recompilation and the other is max_cache_length being ignored outside Quantized Cache. Same subsystem, different bug." + "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length being honored only for Quantized Cache." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Undefined video-token helper variables in multimodal token counting is not the same as the broader v5.3.0 video input regression across several Qwen variants." + "reason": "Both touch video inputs, but 43329 is about undefined variables in multimodal token counting while 44479 is a broader v5.3.0 regression across several models." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different loading problems: Qwen3 MOE conversion failure vs Qwen3-VL weight shape mismatch." + "reason": "FineGrainedFP8Config failure and a MobileLLM key error are different loading failures, not the same underlying issue." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Token-counting helper bug with undefined video branch variables is different from batched video processor shape output." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths: Bark device mismatch vs Qwen3_5MoeTextRotaryEmbedding compatibility." + "reason": "Video token accounting with undefined variables and batched video processor shape errors are different bugs." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a key error while loading MobileLLM-125M." + "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are unrelated memory/loading issues." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Different memory/loading problems: FSDP CPU-RAM-efficient loading vs disabling mmap on Strix Halo to avoid OOM." + "reason": "Both mention CPU offload, but they affect different models and code paths with different failure modes." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "No substantive overlap: one is a nonspecific placeholder title, the other is a reproduction of an external issue." + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking and high perplexity on GPT-oss-20b are unrelated bugs." + "reason": "TrainerState token counters not updating and high perplexity on gpt-oss-20b are unrelated." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Different areas: init_empty_weights / _is_hf_initialized argument handling vs PIL image processors incorrectly requiring torchvision." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated problems." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different model/pipeline failures: Qwen3OmniMoe video input ValueError vs DiffusionGemmaGenerationOutput pipeline not working." + "reason": "Different multimodal pipelines and different failures; not the same concrete bug." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Unrelated issues: FineGrainedFP8Config failure for Qwen3Moe vs AutoImageProcessor loading from URL." + "reason": "No meaningful duplicate relation is evident; one is a placeholder title, the other is an isolated reproduction of another issue." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight-tying failure causing generation corruption is distinct from dtype propagation remaining float32 in BLIP2." + "reason": "Both involve model loading details, but one is untied lm_head weights in AyaVision and the other is dtype propagation in Blip2." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token accounting are entirely different components." + "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are unrelated bugs." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "DiaConfig losing custom token IDs on save/load is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token accounting are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different mechanics (special-token insertion vs codec handling/warnings)." + "reason": "Both are tokenizer regressions, but for different tokenizers and distinct failure modes; too broad to merge." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to a kernels package version/revision requirement blocking transformers.pipelines import." + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels v0.15 import requirements." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast and CLIPTokenizer max_length sentinel behavior are different issues." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Missing lm_head tying in Mistral3 is not the same as LoRA merge collapse with extended vocabulary." + "reason": "Both mention tied embeddings, but one is a model-specific lm_head tying bug and the other is a LoRA-merge/extended-vocab collapse; not the same fix." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant behavior." + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression are unrelated." } ] }, @@ -6458,7 +6518,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 21, "review_unit_count": 57, "status": "reviewed", @@ -6466,7 +6526,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:24643", "issue:27957", @@ -6475,7 +6535,6 @@ "issue:29159", "issue:33357", "issue:34567", - "issue:34689", "issue:36331", "issue:38175", "issue:41720", @@ -6499,9 +6558,11 @@ "issue:44488", "issue:44560", "issue:44568", + "issue:44792", "issue:44821", "issue:44849", "issue:44898", + "issue:44964", "issue:44987", "issue:44991", "issue:45137", @@ -6518,237 +6579,243 @@ ], "soft_pairs": [ "issue:43697|issue:45357", - "issue:28282|issue:34689", - "issue:45137|issue:45405", "issue:42915|issue:45538", - "issue:33357|issue:34567", "issue:43425|issue:46291", - "issue:44479|issue:46693", + "issue:45137|issue:45405", + "issue:33357|issue:34567", "issue:42175|issue:43824", - "issue:28282|issue:29127", "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44479|issue:46693", "issue:44062|issue:44991", - "issue:43452|issue:43582", - "issue:43577|issue:46512", "issue:43317|issue:45538", + "issue:43577|issue:46512", + "issue:43452|issue:43582", "issue:44849|issue:45701", "issue:42915|issue:43749", "issue:41720|issue:43540", - "issue:43540|issue:44560", - "issue:44568|issue:45488", "issue:24643|issue:29159", - "issue:44987|issue:45907", "issue:27957|issue:28282", - "issue:44479|issue:45381", - "issue:43540|issue:44479", + "issue:44568|issue:45488", + "issue:43540|issue:44560", + "issue:44987|issue:45907", "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:44479|issue:45381", "issue:38175|issue:44898", - "issue:43257|issue:43756", "issue:34567|issue:36331", - "issue:44291|issue:44821" + "issue:43257|issue:43756", + "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "77db16a41d8d4ecf55ef2c77165a2b0854e348120430f9701325be0f4dadc02f", + "prepared_review_unit_hash": "bee1c6d7257a65d49314b44bc0fcd676c20aac43d7fd3b317da6b2ec299aa919", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35770, - "estimated_input_tokens": 8943, - "estimated_eval_tokens": 18142 + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues; only the Qwen video-input regression pair looks like the same underlying bug. The rest are distinct failures across unrelated subsystems.", - "confidence": 0.8, - "canonical_issue_reason": "issue:44479 is the broader, earlier regression report and best captures the underlying Qwen video-input bug covered by the accepted duplicate.", + "summary": "Mostly heterogeneous bug reports with one clear duplicate-like pair in the Qwen video-input regression area. The only soft edge I\u2019d accept is the 5.3.0 Qwen2.5-VL/Qwen3.5 video-input regression overlap.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the broadest and clearest representative of the accepted Qwen video-input regression cluster: it names the affected model families, the 5.3.0 regression context, and the same symptom class that 45381 narrows down.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest single issue to keep: it states the versioned regression, names multiple affected model families, and reads like the umbrella report for the duplicate pair.", + "best_issue_reason": "Issue 44479 is the best overall issue anchor because it most directly captures the underlying bug and its scope, while the rest of the set is largely unrelated loading/tokenizer/training regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different models and failures: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." + "reason": "Different bugs: one is RTDetrV2 inference divergence, the other is incorrect visual encoder key saving for Qwen3.5." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both are loading errors, but one is missing-PyTorch ImportError and the other is a Llama vision model load regression." + "reason": "Unrelated symptoms: FP8/Qwen3MoE loading failure vs CLIPTokenizer max_length misconfiguration." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump complaint." + "reason": "Different code paths: Torch 2.10 compatibility issue vs hub pipeline import requiring version/revision metadata." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max_length are unrelated bugs." + "reason": "DeepSpeed ZeRO3 deque failure and a PEFT version bump are not the same underlying defect." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token-count bookkeeping." + "reason": "MacOS bus error with a CLIP community model is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as kernels revision/version handling in pipelines import." + "reason": "Packaging/backend install issue vs missing export for Qwen2_5_VLForConditionalGeneration; different failures." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both mention Qwen/video or generation regressions, but one is a video-input correctness bug and the other is a long-context performance regression." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Torch backend packaging issue is unrelated to a missing Qwen2_5_VL class export." + "reason": "MobileLLM key-loading error and init_empty_weights argument handling are distinct load-time bugs." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing-PyTorch ImportError and LayoutLMv3 box-validation messaging are different problems." + "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box-validation error messaging." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "MobileLLM key loading and init_empty_weights unexpected argument are distinct load-path failures." + "reason": "Both mention generation regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer load failure may be related, but the titles do not show the same concrete AddedToken duplication bug." + "reason": "AddedToken special-arg TypeError is a different tokenizer failure than the EMBEDDIA/est-roberta load regression." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Dequantized model offload loading and CLIPTokenizer model_max_length are unrelated issues." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "BLIP2 dtype mismatch during loading is different from stale config.dtype after from_config(dtype=...)." + "reason": "BLIP2 dtype staying float32 is not the same as from_config leaving config.dtype stale." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Device-map/offload load failure and tokenizer max_length behavior are unrelated." + "reason": "GGUF tokenizer/model loading breakage and Apple Silicon allocator TypeError are different problems." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to version-dependent tokenization changes." + "reason": "Qwen3.5 output_hidden_states bug is not the same as a generic tokenization-version regression." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading are different distributed-loading bugs." + "reason": "FP8 Qwen3MoE failure and FSDP CPU RAM efficient loading breakage do not share the same code path." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and Qwen3OmniMoe video ValueError are different code paths." + "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different runtime failures." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension RuntimeError is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Both concern video inputs, but they target different Qwen model families and different failures." + "reason": "XLMRoberta FlashAttention2 and missing-PyTorch import errors are not duplicates." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer special-token regression and LlamaTokenizer pre-tokenizer override are separate tokenizer bugs." + "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion and the other is LlamaTokenizer overriding the tokenizer.json pre-tokenizer." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "DeepSpeed training weight-dimension error is unrelated to slow/fast tokenizer inconsistency." + "reason": "Both are video-related, but they affect different Qwen models and fail in different stages." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model-loading failure and list_repo_files revision forwarding are different issues." + "reason": "Model loading failure in transformers>=5.1.0 and a list_repo_files revision-forwarding bug are different layers." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Flash Attention 2 XLMRoberta issue is unrelated to missing PyTorch ImportError." + "reason": "Backend-install packaging behavior and a model-loading failure for cjvt/sleng-bert are unrelated." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL/Qwen video-input regression; the narrower vision_position_ids report fits the broader regression issue." + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad multimedia area, but the concrete failures and affected models differ; not enough evidence for one bug." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Backend packaging with pip extras is unrelated to loading a specific community model." + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are distinct loader bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 is a narrower description of the same wrong vision_position_ids behavior." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Siglip2 zero-probability output and Perceiver interpolation failure are different vision-model bugs." + "reason": "Siglip2 zero-probability issue and Perceiver non-default-resolution failure are different model behaviors." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE layer count are unrelated model-specific issues." + "reason": "TrainerState token counter not updating is unrelated to compute_loss receiving an unexpected keyword argument." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are different trainer API issues." + "reason": "Qwen3 MoE weight-conversion with accelerate+deepspeed and Smollm3 RoPE-layer count are unrelated model/config issues." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "init_empty_weights unexpected argument is unrelated to loading AutoImageProcessor from URL." + "reason": "Both are multimodal/model-loading reports, but Janus image generation test failure and Phi-4 multimodal load failure are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The selected canonical issue (44479) is supported by the title as a broader Qwen video-input regression, and the one accepted soft pair (44479 vs 45381) is a plausible same-bug match based on the packet. The remaining rejects read cautiously and are not overstated." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:44479 vs issue:45381, is reasonably supported by the titles and descriptions as the same Qwen video-input regression at different specificity levels. The other pairwise rejections look appropriately cautious; no overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -6759,7 +6826,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 22, "review_unit_count": 57, "status": "reviewed", @@ -6767,12 +6834,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:24643", "issue:28282", "issue:29127", "issue:32090", + "issue:33357", "issue:43404", "issue:43452", "issue:43526", @@ -6791,12 +6859,10 @@ "issue:44589", "issue:44625", "issue:44737", - "issue:44792", "issue:44821", "issue:44877", "issue:44898", "issue:44913", - "issue:44964", "issue:45042", "issue:45072", "issue:45081", @@ -6819,224 +6885,224 @@ "issue:46701" ], "soft_pairs": [ - "issue:44792|issue:44964", "issue:44062|issue:45081", - "issue:44737|issue:46463", "issue:43756|issue:46399", - "issue:43716|issue:46701", - "issue:44568|issue:46491", - "issue:43756|issue:45325", + "issue:44737|issue:46463", "issue:43742|issue:44589", + "issue:43716|issue:46701", "issue:45042|issue:45081", "issue:43577|issue:45072", - "issue:45823|issue:46463", - "issue:43906|issue:46468", + "issue:43756|issue:45325", + "issue:44568|issue:46491", "issue:45405|issue:45600", "issue:43531|issue:44821", + "issue:43906|issue:46468", + "issue:45823|issue:46463", "issue:44737|issue:45588", + "issue:43452|issue:44488", "issue:43404|issue:45987", "issue:43906|issue:46693", - "issue:43452|issue:44488", "issue:43526|issue:45479", "issue:44625|issue:44877", "issue:45357|issue:45920", - "issue:43540|issue:46693", "issue:44913|issue:46121", - "issue:43720|issue:44898", + "issue:43540|issue:46693", "issue:43697|issue:45216", "issue:28282|issue:32090", - "issue:24643|issue:29127" + "issue:43720|issue:44898", + "issue:24643|issue:29127", + "issue:28282|issue:33357" ], - "prepared_review_unit_hash": "641f90ac03fab3f4d0169e7b2215fcc82db2cc1342505f9e1c36d8aebda7b116", + "prepared_review_unit_hash": "18ed34341c6a1c2672f77aea45b6833426847e9e2b0e1444919d269a9105d57b", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36222, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "serialized_chars": 35657, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous cluster: the soft pairs share only broad vocabulary (tokenizer/config/multimodal/dtype/loading) but not the same concrete bug or code path, so none should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is safe here; the items are a grab-bag of unrelated bugs, so collapsing them would over-merge distinct problems.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizers, configs, loading paths, and runtime errors. None of the soft pairs look like the same underlying bug/change, so I would reject all pairings. If a single issue must be used as a representative anchor, the broad multi-model tokenizer regression report is the best fit.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is present; issue 45920 is the broadest and most representative report because it describes a concrete regression affecting multiple model families, with clearer scope than the narrower single-model bugs.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the representative, issue:45920 is the most useful stand-alone anchor because it is a broad active regression report with inbound references; still, it is not a duplicate sink for the rest of the cluster.", + "best_issue_reason": "Issue 45920 is the strongest global anchor: it is a concrete, high-signal regression affecting several model families, and its scope is easier to generalize than the many narrowly scoped model-specific reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Both are multimodal-loading failures, but one is a janus test failure and the other is a Phi-4 model load error; different models and different failure paths." + "reason": "Different tokenizer failures: AddedToken special-arg collision vs Mistral regex/backend_tokenizer attribute error." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken keyword collision and the other is a Mistral regex patch crash; not the same bug." + "reason": "Different models and bugs: Smollm3 RoPE-layer truncation vs Qwen3.5 kernel registration crash." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement versus T5 decoder-input validation; unrelated code paths and symptoms." + "reason": "Unrelated code paths: XLNet rotary positional encoding on CPU vs T5 decoder-input validation error message." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both mention rotary-related internals, but one is Smollm3 RoPE layer dropping and the other is a Qwen3.5 kernel registration error; distinct fixes." + "reason": "Both are load-time failures, but the causes are unrelated: MobileLLM key error vs missing Float8 storage." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal, but one is a dtype mismatch between image preprocessor and model and the other is an image-text pipeline failure for DiffusionGemmaGenerationOutput." + "reason": "Both involve multimodal inputs, but one is a dtype mismatch in Mistral-3 and the other is a DiffusionGemma pipeline failure." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer regressions, but one is BOS/EOS insertion and the other is CodeLlama leading-space round-trip behavior; different underlying bugs." + "reason": "Completely different areas: PIL image processor torchvision dependency vs Mistral tokenizer patch crash." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Both involve RoPE/position handling, but one is missing layers in Smollm3 and the other is Qwen2.5-VL still-image temporal position scaling; not mergeable into one fix." + "reason": "Both mention dtype mismatch, but they are distinct model-specific failures with different triggers and code paths." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Loading problems, but one is a key error for MobileLLM and the other is a missing Float8 storage type; different failure mechanisms." + "reason": "Different RoPE-related bugs in different models: dropped RoPE layers vs incorrect temporal position scaling." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Image-processor torchvision dependency versus tokenizer regex patch crash; broad subsystem overlap only, no shared bug." + "reason": "Different tokenizer regressions: missing BOS/EOS injection vs leading-space loss on encode-decode round-trip." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both are dtype mismatches, but they affect different model families and different forward paths; too broad to treat as the same bug." + "reason": "Dependency-version pinning issue vs stale auto_mappings reference; not the same bug." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Gemma4 device-map forward mismatch and T5 decoder-input validation are unrelated issues." + "reason": "Different subsystems entirely: Qwen3-MoE sliding-window handling vs AutoImageProcessor URL loading." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of one issue versus a broken official Nemotron example; no evidence of the same underlying bug." + "reason": "No evidence they are the same bug; one is a reproduction of an older issue, the other is a broken Nemotron example." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "PEFT version pinning versus stale auto_mappings config references; one is dependency metadata, the other is config cleanup." + "reason": "Different problems: Gemma4 device-map forward mismatch vs T5 decoder-input validation messaging." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "XLNet CPU tensor creation and flash-attention sink handling are unrelated bugs." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "XLNet CPU arange bug versus flash_attention s_aux=None crash; different modules and triggers." + "reason": "Both are model loading complaints, but the underlying failures and affected artifacts are different." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head tying and StaticCache.get_seq_length return type are unrelated implementation bugs." + "reason": "Mistral3 weight tying bug vs StaticCache sequence-length return type bug; no shared code-path issue." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "Reproduction of an old issue versus a FA2 long-context performance regression; no shared concrete code-path defect." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading failures, but one is gguf_file handling and the other is a specific model not loading; too different to merge." + "reason": "A reproduction issue and a performance regression are not the same underlying defect." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Both mention labels, but one is an image processor returning the wrong array shape and the other is a sequence-classification zero-loss regression." + "reason": "Image-label reduction bug vs sequence-classification loss behavior; different layers of the stack." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Configuration-related, but one is num_labels propagation in Qwen3.5 and the other is strict config blocking granite_speech loading; not the same bug." + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "One is save_pretrained key serialization for Qwen3.5, the other is wrong token IDs in AutoTokenizer across several models; different layers of the stack." - }, - { - "left": "issue:43540", - "right": "issue:46693", - "accept": false, - "reason": "Video-input processing crash versus FA2 long-context performance regression; unrelated symptoms and code paths." + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the broad AutoTokenizer token-ID regression." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both concern RoPE config handling, but one is silent reloading of rotary_pct and the other is a TypeError from JSON-loaded ignore_keys; not the same defect." + "reason": "GPTNeoX rotary_pct reload bug and rope-validation type error are separate serialization/config issues." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Accelerate loading of packed BitNet weights versus Perceiver non-default-resolution interpolation failure; different models and mechanisms." + "reason": "Different failure modes: Qwen3OmniMoe video processing ValueError vs FA2 long-context performance regression." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 checkpoint save regression are separate regression classes." + "reason": "Different regression types and code paths: RTDetrV2 output changes vs Qwen3.5 checkpoint save corruption." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Environment/import error for PyTorch versus Trainer broadcast handling of NoneType; unrelated." + "reason": "ImportError for missing PyTorch is unrelated to Trainer's NoneType broadcast error." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug and Perceiver resolution/interpolation failure are unrelated." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight-shape runtime error versus LayoutLMv3 boxes-validation messaging; different bugs and code paths." + "reason": "DeepSpeed weight-shape runtime error and LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error vs MacOS bus error in a CLIP model; no shared underlying defect." } ] }, @@ -7050,7 +7116,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 23, "review_unit_count": 57, "status": "reviewed", @@ -7058,9 +7124,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ - "issue:28282", "issue:29159", "issue:33357", "issue:38175", @@ -7080,6 +7145,7 @@ "issue:43749", "issue:43756", "issue:43819", + "issue:43927", "issue:43994", "issue:44361", "issue:44442", @@ -7112,250 +7178,253 @@ "soft_pairs": [ "issue:43643|issue:45375", "issue:45200|issue:46463", - "issue:28282|issue:33357", "issue:44466|issue:45005", "issue:41762|issue:44936", "issue:43688|issue:43749", + "issue:44493|issue:46050", "issue:43452|issue:44843", "issue:44361|issue:44442", - "issue:44493|issue:46050", - "issue:43525|issue:46701", "issue:43819|issue:44811", + "issue:43525|issue:46701", "issue:43653|issue:44361", "issue:45372|issue:46170", "issue:43994|issue:44898", "issue:38175|issue:43295", "issue:44936|issue:45823", - "issue:42898|issue:46491", "issue:45542|issue:46178", - "issue:43295|issue:45356", "issue:43531|issue:43742", - "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:42898|issue:46491", "issue:43452|issue:43577", + "issue:43653|issue:44568", "issue:43577|issue:43697", "issue:43646|issue:43749", - "issue:43756|issue:46402", - "issue:43688|issue:45704", - "issue:44843|issue:44991", "issue:29159|issue:33357", - "issue:44464|issue:44743" + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:44464|issue:44743", + "issue:43756|issue:46402", + "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "85886fe8abea617f86fe74f8680524f2d02656ba2070b6828eff34dc44e43701", + "prepared_review_unit_hash": "1edbfb3efb07d52c8fa8963be29c96db22c642c705faa2dc103deaa6e77a9761", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36688, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "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 across tokenizers, model loading, generation, and backend-specific regressions. I would not merge any of the soft pairs as duplicates; they do not appear to share the same concrete code-path failure.", - "confidence": 0.95, - "canonical_issue_reason": "There is no strong single canonical duplicate here because the issues span different models, symptoms, and subsystems. If a representative anchor is needed, issue 44843 is the most concrete and broadly actionable loading-regression report in the set.", + "summary": "Only one soft pair looks like a true duplicate: issue 45372 and 46170 are the same Windows/ROCm torch.distributed dependency failure. The other pairs are at most loosely related by subsystem and do not look like the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45372 is the clearer original report for the Windows + AMD ROCm / torch.distributed dependency failure; issue:46170 reads like the same problem with a more generic restatement.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the best representative issue: it has a specific reproducible regression, a clear root area (_patch_mistral_regex / model_info), and a well-defined failure mode. The other issues are mostly model-specific or symptom-level reports that are not duplicate-equivalent.", + "best_issue_reason": "issue:45372 is the best canonical issue candidate because it has the more complete, earlier report of the duplicated backend/import failure and is the better anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but they are different models and likely different code paths (trust_remote_code config loading vs @strict dropping a Qwen3 field)." + "reason": "Both mention missing config fields, but one is AutoConfig/trust_remote_code field loss and the other is a specific Qwen vision config field dropped by strict serialization; different bug paths." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Unrelated model-family issues: Gemma 4 mm_token_type_ids defaults vs T5 decoder-input validation/error messaging." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Different failures entirely: missing PyTorch ImportError vs MacOS bus error loading a CLIP community model." + "reason": "Different model families and different failures: Gemma 4 missing mm_token_type_ids defaults vs T5 decoder-input validation error messaging." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but one is a device-dependent serialization bug and the other is a broader translation-model issue; not clearly the same concrete defect." + "reason": "Both involve tied weights in v5, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights issue; not clearly the same concrete bug." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different surfaces and code paths: ZeRO-3 loading IndexError vs trainer.evaluate() failing after training." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train() are unrelated." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different subsystems: auxiliary-loss normalization in MoE models vs FSDP CPU RAM efficient loading." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are separate issues." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different problems." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch AutoTokenizer.from_pretrained, but one is about gguf_file handling and the other about an unconditional model_info() call breaking offline mode." + "reason": "Both affect AutoTokenizer.from_pretrained, but one is gguf_file handling and the other is an unconditional model_info() call breaking offline mode." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and failures; no evidence they share the same underlying bug." + "reason": "Both are tokenizer load failures, but for different tokenizers and different error modes." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "One is a position-id key regression, the other is quantization save/load corruption." + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "AttributeError in Llama4Config pad_token_id vs a diffusion/image-text pipeline failure; unrelated." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "Different behaviors: DAC from_latents vs Whisper batch_decode skip_special_tokens handling." + "reason": "Llama4Config pad_token_id AttributeError and DiffusionGemma image-text pipeline failure are different code paths." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Tokenizer bugs in different models and different failure modes; not the same underlying issue." + "reason": "BigBird special-token registration bug and MLukeTokenizer AttributeError are distinct tokenizer issues." }, { "left": "issue:45372", "right": "issue:46170", - "accept": false, - "reason": "Different dependency problems: mistral_common ReasoningEffort import vs torch.distributed dependency on Windows/ROCm." + "accept": true, + "reason": "Same Windows/AMD ROCm failure involving torch.distributed dependency; titles describe the same import/type error." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures with different symptoms and model families." + "reason": "Different models and symptoms: siglip2 nonsensical outputs vs Perceiver non-default-resolution failure." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probabilities bug vs processor.tokenizer/image-passing regression; unrelated." + "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Training/evaluation lifecycle failure vs Gemma4 device_map auto device mismatch." + "reason": "Trainer post-train evaluate failure and Gemma4 device_map auto device mismatch are different bugs." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Both are tokenizer-behavior regressions, but one is a v5 global cleanup behavior change and the other is a CodeLlama-specific round-trip space loss." + "reason": "Both are backend-related, but one is tensorboard without TensorFlow causing a tf backend error and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both are backend availability issues, but for different backends and different error surfaces; not a duplicate bug." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading key error are unrelated." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions affecting different tokenizer/processor paths and different model families." + "reason": "Both are tokenizer regressions, but they affect different models and describe different failure modes." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Different model-loading/generation issues with no shared concrete failure path." + "reason": "clean_up_tokenization_spaces behavior change is broader than the CodeLlama leading-space round-trip regression; not clearly the same bug." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Different tokenizer bugs: special-token registration vs add_special_tokens not emitting BOS/EOS." + "reason": "AutoTokenizer gguf_file breakage and BLIP2 dtype not sticking are unrelated." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Tokenizer/model loading with gguf_file vs BLIP2 dtype propagation; unrelated." + "reason": "BigBird mask token registration and mdeberta BOS/EOS add_special_tokens behavior are different tokenizer bugs." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different problems: BLIP2 dtype staying float32 vs RTDetrV2 output differences." + "reason": "BLIP2 dtype casting and RTDetrV2 output drift are unrelated model issues." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs FSDP CPU RAM efficient loading; unrelated." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are not the same underlying problem." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency mismatch and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Smollm3 RoPE layer issue vs Sam3Model text encoder weight loading; different model-specific bugs." + "reason": "Offline Mistral regex patch issue and tokenizer load failure for EMBEDDIA/est-roberta are different failures." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different issues in different models: MoE auxiliary-loss normalization vs T5 apex FusedRMSNorm memory leak." + "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are separate issues." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both concern tokenizer loading, but one is an offline-mode regression from a specific regex patch and the other is a model-specific tokenizer load failure." + "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset are different code paths." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error; no shared code-path." + "reason": "Smollm3 RoPE-layer discrepancy and Sam3 text-encoder weights not loaded are unrelated." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both are generation/caching consistency reports, but they describe different mechanisms and are not obviously mergeable into one fix." + "reason": "BigBird special-token registration and DiaConfig token-id loss after save/load are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The 45372/46170 pairing is the only one that clearly shares the same Windows/AMD ROCm torch.distributed import/type-error theme, and the other soft pairs are conservatively rejected with reasons that do not overclaim identity. No unsupported mergeability or duplicate assertions stand out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 24, "review_unit_count": 57, "status": "reviewed", @@ -7363,7 +7432,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:32090", "issue:33666", @@ -7374,13 +7443,13 @@ "issue:43262", "issue:43278", "issue:43295", + "issue:43452", "issue:43493", "issue:43504", "issue:43550", "issue:43577", "issue:43606", "issue:43643", - "issue:43653", "issue:43688", "issue:43720", "issue:43742", @@ -7388,6 +7457,7 @@ "issue:43825", "issue:43927", "issue:44361", + "issue:44451", "issue:44464", "issue:44466", "issue:44479", @@ -7409,266 +7479,264 @@ "issue:45701", "issue:46002", "issue:46050", - "issue:46209", "issue:46365", "issue:46612", "issue:46693" ], "soft_pairs": [ - "issue:43653|issue:43927", "issue:43688|issue:45701", + "issue:44479|issue:44625", "issue:43688|issue:45440", - "issue:44484|issue:44704", - "issue:44479|issue:44625", "issue:45491|issue:46002", + "issue:44484|issue:44704", "issue:43550|issue:44361", "issue:33666|issue:36010", + "issue:43742|issue:44821", "issue:32090|issue:33666", "issue:44734|issue:46612", - "issue:41720|issue:44464", - "issue:43742|issue:44821", "issue:44466|issue:46050", + "issue:41720|issue:44464", "issue:44464|issue:44977", - "issue:43504|issue:43550", "issue:43504|issue:43720", "issue:44977|issue:46693", + "issue:43504|issue:43550", "issue:43643|issue:44561", - "issue:43504|issue:44610", "issue:43577|issue:44554", + "issue:43504|issue:44610", "issue:43720|issue:43927", + "issue:33666|issue:36331", "issue:43782|issue:46693", "issue:43606|issue:43927", - "issue:33666|issue:36331", "issue:43278|issue:43688", - "issue:44514|issue:45290", - "issue:44554|issue:46365", "issue:43262|issue:43295", - "issue:43720|issue:44361", - "issue:39692|issue:43493", + "issue:44554|issue:46365", "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:44514|issue:45290", "issue:43493|issue:43825", - "issue:44977|issue:46209" + "issue:43452|issue:44451" ], - "prepared_review_unit_hash": "ed5cc5b7e81635e6ce655abbbd0fdfef09b3f68e6dc3ce27907c226ce68880b9", + "prepared_review_unit_hash": "d1acb3adb95de8d2fba9c063206b01064432b3cc74ea15ea3fb8453de173a558", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37716, - "estimated_input_tokens": 9429, - "estimated_eval_tokens": 19114 + "soft_pair_count": 32, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers bugs (trainer, tokenizers, multimodal processors, generation, loading, and model-specific regressions). The soft-similarity pairs mostly share broad keywords but not the same concrete failure mode or code path, so none look like true duplicates. No PRs are present.", - "confidence": 0.21, - "canonical_issue_reason": "Issue 43688 is the closest thing to a representative bug report here: it is a concrete model correctness regression with enough discussion to serve as a cluster anchor, even though the surrounding items are not true duplicates of it.", + "summary": "This cluster is a grab bag of unrelated issue reports across model loading, generation, processors, dtype/device behavior, and trainer compatibility. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a clear canonical representative; the items are thematically broad but describe distinct bugs and regressions in different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43688 is the best single issue to represent the set because it is a substantive, non-doc bug with a clear technical symptom; however, this is only a representative choice, not evidence of duplication.", + "best_issue_reason": "No issue is especially suitable as a global best representative because the cluster is heterogeneous and lacks a shared root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Both involve token/config handling, but one is a tokenizer special-token registration bug and the other is a config save/load field-loss bug; different root causes and code paths." - }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and tokenization-version changes are unrelated problems despite both being model behavior issues." + "reason": "Aux-loss normalization in MoE models is unrelated to a tokenization-version regression." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different models and different failures: auxiliary-loss normalization vs. DeepSeek implementation divergence." + "reason": "Video-input regression in several VL models is distinct from Qwen3.5 num_labels propagation." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Save-pretrained shard size behavior is unrelated to AutoProcessor kwargs propagation." + "reason": "Different model families and different defects: aux-loss normalization vs implementation divergence." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "A multimodal video-input regression and a Qwen3.5 num_labels propagation bug are not the same defect." + "reason": "Both involve NaNs, but in different components and failure modes." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification-head init/checkout; different failure mechanisms." + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs handling." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA on Bamba is unrelated to an MLukeTokenizer AttributeError." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer task attribute errors." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + "reason": "Multi-GPU Qwen2-VL training issues are not the same as a GenerationMixin import failure." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading a specific model with a key error is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both touch Trainer/multi-GPU contexts, but one is a NoneType broadcast error and the other is a Qwen2-VL training request; not the same bug." + "reason": "Trainer _gpu_broadcast_one NoneType error is a different bug from Qwen2-VL multi-GPU training." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve generation caches, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder being skipped for specific model classes." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Auto device-map cudaErrorAssert on Qwen3 is unrelated to compiled-forward chunked generation inconsistency." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "Model loading KeyError and AutoImageProcessor-from-URL failure are different loading paths and symptoms." + "reason": "Wrong tensor indexing in serve KV-cache continuation is not the same as beam-search cache reorder being skipped." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is quantized sinq round-tripping; different concrete bugs." + "reason": "Serialization inconsistency for tied lm_head weights is distinct from broken sinq quantized save/load." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as a flash-attention-specific Qwen3.5 generation failure." + "reason": "cudaErrorAssert under auto device mapping is unrelated to compiled-forward chunked generation mismatches." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "A legacy-field model-load failure and a Bamba torch.compile/SDPA failure are unrelated." + "reason": "Chunked generation with compiled forward is a different code path than Qwen3.5 flash-attention generation." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both are loading-related, but one is a Beit legacy config field issue and the other is packed-weight unpacking during accelerate loading." + "reason": "Legacy-field load failure for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "One is a correctness bug in Qwen3.5 generation; the other is a performance regression with FA2 long-context generation." + "reason": "Flash-attention generation correctness and FA2 long-context performance regression are different issues." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available breaking remote-code models." + "reason": "Beit pretrained loading and Bamba torch.compile/SDPA failures are unrelated." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Legacy config loading and processor/model input-size mismatch are unrelated." + "reason": "Missing fields from trust_remote_code AutoConfig is not the same as removal of is_torch_fx_available breaking models." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "A dtype-loading bug in BLIP2 is unrelated to an MPS attention correctness issue." + "reason": "Blip2 dtype loading bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "A legacy config field load problem is unrelated to processor image-size mismatch." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom token ID persistence are different model/config issues." + "reason": "BitNet weight unpacking and DiaConfig token-id persistence are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss signature incompatibility." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to the FA2 long-context performance regression." + "reason": "Qwen3VL weight_only loading error is not the same as a long-context FA2 performance regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and config custom-token-ID loss are unrelated." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different Trainer issues." + "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig token ID loss." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift across train/eval is not the same as auxiliary-loss normalization." + "reason": "dtype drift between train/eval and MoE auxiliary-loss normalization are separate bugs." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggers differ materially: batched padding=False vs. assistant messages with tool calls and no content." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer/image passthrough regression." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to an import conflict preventing Trainer from loading." + "reason": "An MPS attention correctness issue is unrelated to Trainer import failure caused by datasets." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-tokenization regression are different processor bugs." + "reason": "A model loading regression is unrelated to a minimum PEFT version bump not yet on PyPI." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "A Phi-4 multimodal load failure and a bumped MIN_PEFT_VERSION are unrelated." + "reason": "SigLIP2 doc-example errors are not the same as SigLIP2 implementation divergence from JAX." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 implementation divergence and a pipeline error-message regression are unrelated." + "reason": "BitNet packed-weight handling is unrelated to MLukeTokenizer AttributeError." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "One is a documentation example bug; the other is a core implementation discrepancy for SigLIP2. Different artifacts and fixes." + "reason": "These are both chat-template crashes, but on different inputs and different failure conditions." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 model divergence is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are different model/runtime problems." + "reason": "gguf_file breaking from_pretrained APIs is not the same as a specific model failing to load." } ] }, @@ -7682,7 +7750,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 25, "review_unit_count": 57, "status": "reviewed", @@ -7690,18 +7758,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28218", "issue:33357", "issue:33666", "issue:39692", + "issue:42796", "issue:43257", "issue:43278", "issue:43295", "issue:43299", "issue:43334", - "issue:43452", "issue:43493", "issue:43504", "issue:43525", @@ -7709,7 +7777,6 @@ "issue:43575", "issue:43606", "issue:43646", - "issue:43653", "issue:43701", "issue:43824", "issue:43844", @@ -7717,7 +7784,6 @@ "issue:43994", "issue:44112", "issue:44361", - "issue:44451", "issue:44466", "issue:44488", "issue:44493", @@ -7727,6 +7793,8 @@ "issue:44792", "issue:44843", "issue:44849", + "issue:44977", + "issue:45245", "issue:45357", "issue:45405", "issue:45520", @@ -7738,241 +7806,256 @@ "issue:46192", "issue:46209", "issue:46285", - "issue:46489" + "issue:46489", + "issue:46710" ], "soft_pairs": [ - "issue:43452|issue:44451", "issue:43525|issue:43572", + "issue:44977|issue:46209", "issue:44625|issue:45584", "issue:45823|issue:46050", "issue:28218|issue:33357", "issue:43994|issue:46192", - "issue:43278|issue:43844", + "issue:42796|issue:44977", "issue:43493|issue:43844", + "issue:43278|issue:43844", "issue:39692|issue:43295", "issue:44849|issue:46209", - "issue:44568|issue:46489", - "issue:33357|issue:33666", "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:44568|issue:46489", + "issue:46209|issue:46710", "issue:44488|issue:44843", - "issue:44568|issue:45812", - "issue:43278|issue:43701", - "issue:43927|issue:44361", "issue:44849|issue:45357", + "issue:43278|issue:43701", "issue:44792|issue:45405", + "issue:44568|issue:45812", "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44589|issue:45520", "issue:43257|issue:43299", + "issue:43824|issue:44589", "issue:43504|issue:43606", - "issue:44589|issue:45520", "issue:43606|issue:44112", - "issue:43824|issue:44589", "issue:43334|issue:43572", "issue:43334|issue:45759", - "issue:44493|issue:46285", - "issue:43504|issue:43653" + "issue:45245|issue:46710", + "issue:44493|issue:46285" ], - "prepared_review_unit_hash": "90a8e403a386e74e9e2dfb50c6f95cd59c129c66d38c1d7b4ec868e8155a91db", + "prepared_review_unit_hash": "f7ec4c562bc6fdd8a9374d80a6b4fbb47e6b808d59bf57c64048607229ca6a40", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35919, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of unrelated tokenizer, config, loading, model, and CI regressions. None of the soft edges look like true duplicates, so there is no single canonical issue here.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a heterogeneous mix of unrelated transformer bugs. The only recurring theme is tokenizer/config regressions, but the soft pairs still describe different models, different attributes, or different failure modes, so no duplicate merges are justified.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the broadest and most representative tokenizer-regression report here: it describes a silent v4\u2192v5 break affecting all Granite models and has multiple inbound references, while the other issues are narrower or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45812 is the best anchor for this cluster because it captures the strongest shared theme (tokenizer behavior regression) and is more general than the other reports, which are mostly model-specific or unrelated infra failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different models and failure modes: gguf/from_pretrained breakage versus a specific ScandiBERT load failure." + "reason": "Both mention missing pad-token fields, but they affect different configs/models and likely need separate fixes." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Both mention missing token-id fields, but they affect different configs/models and appear to be separate regressions." + "reason": "Different failures in different models/hardware paths; not the same bug." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated bugs: Qwen3.5 label propagation versus Whisper empty-transcription generation after special-token alignment." + "reason": "Unrelated model/config propagation bug versus Whisper generation edge case." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different subsystems: device-map forward mismatch versus quantized model save/load corruption." + "reason": "Device-map mismatch and quantized save/load corruption are different code paths." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug versus MacOS bus error on a CLIP model; no shared code-path." + "reason": "Tokenizer spacing bug versus MacOS bus error; no shared underlying fix." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 output quality issue versus return_tensors being ignored when text_kwargs is passed." + "reason": "Wrong SigLIP2 outputs and ignored return_tensors are unrelated tokenizer/API issues." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Both involve training behavior, but one is a dtype flip at eval and the other is a ZeRO-3 gradient anomaly." + "reason": "Tokenizer BPE-marker handling and flash-attention generation are different problems." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the ZeRO-3 gradient increase bug." + "reason": "SigLIP2 implementation discrepancy versus DeepSpeed gradient anomaly are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype regression and gradient growth under ZeRO-3 are different failures." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Doc/example errors are not the same bug as the processor.tokenizer regression in custom model code." + "reason": "Documentation example errors and custom model regression are not the same issue." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Different domains: Qwen3.5 hidden-state behavior versus FP8 inference failure on B200 hardware." + "reason": "Hidden-states bug in Qwen3.5 and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different concrete behaviors." + "reason": "Both are v5 regressions, but initialization breakage and serialization inconsistency are different bugs." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on CLIP loading is unrelated to Qwen2-VL multi-GPU training." + "reason": "Completely different model/runtime issues." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Custom model initialization breakage is not the same bug as device-dependent lm_head serialization." + "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion and the other is DeepSeek-Coder tokenization output; not the same concrete bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different regression types: inference failure on B200 versus accuracy drift after upgrade." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading a specific model family is different from an offline-mode failure caused by an unconditional hub call." + "reason": "Model loading failure and offline Hub access regression are different issues." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Both are tokenizer-related, but the affected models and symptoms differ: missing BOS/EOS versus wrong token IDs for Granite." + "reason": "Different Qwen3.5 bugs affecting different save/load and forward behaviors." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." + "reason": "Embedding dtype change and resume-from-checkpoint key mismatch are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Different root causes: lost custom token IDs in DiaConfig versus an AttributeError in MLukeTokenizer task handling." + "reason": "CI test failure versus dependency version bump; no shared code defect." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Qwen3.5 hidden-state bug and incorrect visual-encoder keys in save_pretrained are separate regressions." + "reason": "Both involve tokenization, but one is add_special_tokens behavior for mdeberta and the other is Granite token IDs; not one concrete bug." }, { - "left": "issue:44792", + "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "A failing janus test is not the same issue as the PEFT minimum-version bump." + "reason": "TP OOM and PEFT minimum-version bump are unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both surface as AttributeError-style reports, but they concern different models and different broken behaviors." + }, + { + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "TP OOM on a large Qwen2 model is unrelated to the PEFT dependency version change." + "reason": "Float8 storage import failure and flash_attn KeyError on Python 3.13 are separate compatibility issues." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MOE models, but one is weight conversion during accelerate/deepspeed load and the other is model loading breakage in dev." + "reason": "Both are Qwen-related loading regressions, but they affect different model families and different failure points." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "BEiT legacy-field loading and Bark CPU-offload device mismatch are unrelated bugs." + "reason": "ImportError for Qwen2.5-VL and Float8 storage lookup failure are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Float8 storage lookup failure is a different issue from the flash_attn import KeyError on Python 3.13." + "reason": "Legacy field loading bug and CPU offload device mismatch are different problems." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real CPU-offload device mismatch is not the same as a stale CI test in GraniteSpeech." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is unrelated to the Float8 storage-object TypeError." + "reason": "One is a real device-mismatch bug, the other is a stale CI test; not the same underlying change." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Similar missing token-id theme, but different models and different attribute names imply different bugs." + "reason": "Both are pad-token-related config issues, but with different attributes and model families; not a single duplicate." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL is not the same as failing to unwrap text_config in composite Qwen configs." + "reason": "Missing pad_token_id and failing to unwrap text_config are different composite-config bugs." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Unexpected position-id keys across many models is a different structural regression than CLIP text-model class inconsistency." + "reason": "Category-count limit error and model accuracy regression are unrelated." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Unexpected position-id keys and CLIP text-model structural inconsistency are different regressions." } ] }, @@ -7986,7 +8069,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 26, "review_unit_count": 57, "status": "reviewed", @@ -7994,7 +8077,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:15354", "issue:28218", @@ -8003,21 +8086,20 @@ "issue:30333", "issue:32090", "issue:34567", - "issue:37428", "issue:38175", + "issue:41720", "issue:42490", "issue:43065", - "issue:43295", - "issue:43450", + "issue:43404", "issue:43493", - "issue:43540", + "issue:43504", "issue:43572", + "issue:43653", "issue:43696", "issue:43701", "issue:43844", "issue:43873", "issue:43937", - "issue:43957", "issue:43994", "issue:44291", "issue:44423", @@ -8043,234 +8125,228 @@ "issue:46121", "issue:46369", "issue:46424", - "issue:46701" + "issue:46701", + "issue:46710" ], "soft_pairs": [ - "issue:45200|issue:45229", "issue:43572|issue:44291", + "issue:43504|issue:43653", "issue:44464|issue:46424", "issue:43937|issue:46701", - "issue:45229|issue:45823", + "issue:45200|issue:45229", "issue:44464|issue:45584", + "issue:45229|issue:45823", "issue:43844|issue:44964", "issue:43873|issue:46050", "issue:43994|issue:44493", - "issue:45588|issue:46050", "issue:29942|issue:30333", - "issue:42490|issue:43696", + "issue:45588|issue:46050", "issue:29159|issue:32090", - "issue:44977|issue:46701", + "issue:42490|issue:43696", "issue:45084|issue:45520", + "issue:44977|issue:46701", "issue:43065|issue:46369", "issue:28218|issue:34567", - "issue:44423|issue:44734", - "issue:44554|issue:45446", "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:44423|issue:44734", "issue:45406|issue:46121", + "issue:41720|issue:46710", "issue:43493|issue:43701", + "issue:43404|issue:46710", "issue:45072|issue:45198", - "issue:45588|issue:45759", - "issue:37428|issue:43957", - "issue:43540|issue:45200", - "issue:43295|issue:43450", - "issue:45200|issue:45823" + "issue:45588|issue:45759" ], - "prepared_review_unit_hash": "0a496ec75b7255cd03892a2ea15c91a164d851f9a02612ebd06f6938c9a1fbab", + "prepared_review_unit_hash": "4b3930e75cb5a4d17455496c5f2e80076718de0625206c69d15630ce5c04fd83", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36123, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "soft_pair_count": 27, + "serialized_chars": 35836, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous; the soft pairs are mostly broad topical similarities rather than the same underlying bug. I would not merge any of the suggested edges, and there is no clear canonical issue/PR for the whole cluster.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These issues are largely unrelated, spanning separate bugs in tokenization, serving, quantization, attention, and model-specific regressions. None of the soft edges look like the same underlying defect, so they should all remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the set is heterogeneous and the apparent similarities are too broad (e.g. \"tokenizer\", \"serve\", \"Gemma4\", \"cache\") to represent one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue for deduplication: none of these issues is a clear umbrella report for the others, and several are narrowly model- or feature-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Gemma 4 token-type defaults vs a multi-GPU OOM; different failure modes and code paths." + "reason": "Both involve recent transformers/version-upgrade breakage, but one is a config field missing in StableLM and the other is an init_empty_weights argument mismatch; different code paths and symptoms." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Both are loading-related regressions, but one is a missing config field and the other is an unexpected init argument." + "reason": "Different subsystems: Beit pretrained-model loading versus BigBird tokenizer special-token registration. The failure modes are unrelated." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both mention caching, but one is compiled-forward generation mismatch and the other is a cache-length config limitation." + "reason": "One is incorrect outputs with compiled forward during chunked generation; the other is cache length being ignored except for quantized cache. Similar area, but not the same bug." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to a diffusion/image-text pipeline failure." + "reason": "Separate model families and failures: invalid GenerationConfig for GLM-5 versus a broken image-text-to-text pipeline for DiffusionGemma." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Gemma 4 OOM during inference is not the same as the device mismatch bug in forward." + "reason": "Gemma4 is shared, but these are different problems: text-only fine-tuning defaults versus multi-GPU CUDA OOM during inference." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation mismatch is unrelated to Whisper empty-transcription handling." + "reason": "Both are generation-related, but the concrete bugs differ: compiled forward chunking vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but OOM and device mismatch are distinct failure modes with different likely fixes." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated bugs." + "reason": "Training instability with ZeRO-3 is unrelated to a model-loading failure for Phi-4 multimodal." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading behavior and sinq save/load breakage are different defects." + "reason": "Quantization appears in both, but one is offloading behavior and the other is save/load corruption after sinq quantization; not the same underlying bug." }, { - "left": "issue:43994", + "left": "issue:43937", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 wrong outputs and unexpected position-id keys are not the same code-path issue." - }, - { - "left": "issue:45588", - "right": "issue:46050", - "accept": false, - "reason": "Flash-attention s_aux=None crash is unrelated to sinq quantization persistence." + "reason": "An invalid GenerationConfig is not the same as unexpected position-id keys appearing across many models." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Failing attention tests and MLflow reporting on job failure are unrelated." + "reason": "FlashAttention2 test failures and MLflow job-state reporting are entirely different subsystems and defects." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Import warning on trailing slash vs CUDA out-of-memory; no shared bug." + "reason": "One is a flash_attention AttributeError on sink-less models; the other is a quantized model save/load issue. Different code paths." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a NoneType broadcast error in Trainer." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast TypeError involving NoneType." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Qwen3.5 flash-attention generation and DiffusionGemma pipeline failure are different models and paths." + "reason": "A trailing-slash import warning has nothing in common with an out-of-memory failure." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import lookup error are distinct issues." + "reason": "Compiler/template-node errors and a flash_attn import KeyError on Python 3.13 are different problems." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues are unrelated to a DiffusionGemma pipeline failure." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." + "reason": "Both mention Sam3, but one is a dummy Conv2d placeholder in a decoder and the other is a memory overflow when calling a litetext model." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." + "reason": "An extra space after an added token is a tokenizer behavior bug, not a TrainerState counter update issue." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are different serve failures." + "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated model/runtime issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and flex_attention version-check import are unrelated." + "reason": "The first is an MPS attention correctness bug when head dims differ; the second is a version-check/import bug for AuxRequest in flex_attention." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "Both affect transformers serve, but one is a multimodal tensor-to-device crash and the other is a KV-cache continuation indexing bug." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-params list handling are different bugs." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint resume key mismatch are unrelated." - }, - { - "left": "issue:45072", - "right": "issue:45198", - "accept": false, - "reason": "bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failure are separate problems." + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated fixes in different parts of the library." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Flash-attention sink handling and Qwen multimodal config unwrapping are not the same underlying bug." + "reason": "A CUDA assert on A800 with auto device mapping is not the same as an accuracy regression after a version upgrade." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Flash-support import error and meta-device model loading breakage are different loading regressions." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are distinct issues." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43404", + "right": "issue:46710", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is unrelated to Gemma 4 token-type defaults." + "reason": "Tied weights bug in Mistral3 is not the same as a DeepSeek accuracy regression." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape bug do not share the same code path." + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Token-type-id defaults and PLE device mismatch are separate Gemma 4 issues." + "reason": "flash_attention sink-less crash and AutoModelForCausalLM text_config unwrapping are different code-path problems." } ] }, @@ -8284,7 +8360,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 27, "review_unit_count": 57, "status": "reviewed", @@ -8292,7 +8368,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28218", "issue:35141", @@ -8310,6 +8386,7 @@ "issue:43452", "issue:43493", "issue:43525", + "issue:43540", "issue:43550", "issue:43572", "issue:43575", @@ -8328,13 +8405,12 @@ "issue:44554", "issue:44610", "issue:44849", - "issue:44898", "issue:44987", "issue:45127", + "issue:45200", "issue:45290", "issue:45356", "issue:45381", - "issue:45412", "issue:45520", "issue:45823", "issue:46178", @@ -8344,231 +8420,252 @@ "issue:46512" ], "soft_pairs": [ + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:45200|issue:45823", "issue:44186|issue:46192", - "issue:45823|issue:46192", "issue:43295|issue:43873", + "issue:45823|issue:46192", "issue:43295|issue:44610", - "issue:43550|issue:43844", - "issue:45520|issue:46178", "issue:43450|issue:43575", + "issue:45520|issue:46178", "issue:43232|issue:44849", + "issue:43550|issue:43844", "issue:43572|issue:44987", "issue:44554|issue:45356", "issue:43572|issue:43957", - "issue:44466|issue:45127", "issue:37428|issue:43824", "issue:42490|issue:43493", + "issue:44466|issue:45127", "issue:39692|issue:46192", - "issue:44521|issue:45290", - "issue:45381|issue:46209", "issue:43653|issue:44112", "issue:38175|issue:43493", + "issue:45381|issue:46209", "issue:43278|issue:43856", + "issue:44521|issue:45290", "issue:28218|issue:35141", - "issue:43950|issue:46285", "issue:42915|issue:43824", + "issue:43950|issue:46285", "issue:43452|issue:46512", "issue:43334|issue:43525", "issue:43824|issue:43975", - "issue:44898|issue:45412", "issue:43262|issue:43450" ], - "prepared_review_unit_hash": "78001f71b6c7f784cb9e13ed4a7fd5b9df2504d48a0a4bbc0dd79652afacfb66", + "prepared_review_unit_hash": "661a509c96aae3b8ef552b5016b41ecae4f26dfd9eeb2b55c3ba700b632ead25", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36462, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "soft_pair_count": 31, + "serialized_chars": 37331, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs share broad subsystems at most, but none look like the same concrete bug/change. I would use issue 44521 as the representative issue because it is the most central/high-signal open bug in the closest recurring theme here (`apply_chat_template` / multimodal processor behavior).", - "confidence": 0.81, - "canonical_issue_reason": "Issue 44521 is the best representative because it has the strongest discussion/inbound-reference signal and describes a broad, user-facing multimodal `apply_chat_template` failure, which is the closest repeated theme in the cluster.", + "summary": "This cluster is mostly a loose grouping of unrelated Transformers bug reports around loading/generation/processor regressions, not a true duplicate family. None of the soft edges look like the same underlying issue strongly enough to merge.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue clearly represents a duplicate set; the cluster is heterogeneous. If one must be chosen as an anchor, issue 43950 is the broadest, most regression-like model-loading bug and best fits a generic cluster label.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the most suitable anchor for this cluster: it is active, broadly applicable, and more central than the other candidates, which are mostly narrow, unrelated regressions.", + "best_issue_reason": "Issue 43950 is the strongest representative of the cluster\u2019s dominant theme (v5 loading/state handling regressions) and has a broad, concrete failure mode that is easier to anchor than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Both are tokenizer-related, but one is a LayoutLMv2 batched NER/padding crash and the other is `return_tensors` being ignored when `text_kwargs` is passed; different code paths." + "reason": "Both involve loading/import behavior, but one is an import-name failure and the other is meta-device loading breaking some models; different code paths and different underlying bugs." }, { - "left": "issue:45823", + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom multimodal processor/tokenizer regression vs batched video shape bug; both touch processors but the failures are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to Gemma 4 text-only mm_token_type_ids defaulting." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma 4-related, but one is a missing default for text-only fine-tuning and the other is a device mismatch during forward; separate bugs." + }, + { + "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map forward mismatch vs processor kwargs handling; unrelated failures." + "reason": "Tokenizer crashes on NER/padding vs return_tensors being ignored when text_kwargs is passed; similar API surface, but different behaviors and fixes." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer API regression and quantization offloading are different subsystems and bugs." + "reason": "Processor/tokenizer regression vs quantization/offloading behavior; no shared concrete code-path failure." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement bug vs return_tensors propagation bug; different subsystems and not the same defect." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both involve processors, but one is `processor.tokenizer`/image passthrough regression and the other is an OmDet-Turbo input-size mismatch." + "reason": "One is processor/tokenizer regression, the other is a model/processor input-size mismatch; not the same underlying bug." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "torch.compile+SDPA correctness bug vs DeepSpeed ZeRO-3 gradient growth; no shared code path." + "reason": "Video batch shape bug and tensor-parallel OOM on a large model are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend errors, but for different symbols and different backend registry problems." + "reason": "Import-time backend mapping KeyError for flash_attn on Python 3.13 is not the same as tensorflow_text backend validation." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Video processor batch-shape bug vs tensor-parallel OOM when loading a model; unrelated." + "reason": "Generation kwargs update after sync_gpus is unrelated to a Qwen3.5 output_hidden_states bug." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Generation kwargs update after `sync_gpus` vs Qwen3.5 hidden-states bug; different behaviors." + "reason": "Bamba torch.compile/SDPA issue and DeepSpeed ZeRO-3 gradient blow-up are distinct training/runtime problems." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "A missing `pad_token_idx` config issue and a model-loading failure are too different to treat as the same bug." + "reason": "StableLmConfig missing pad_token_idx after 5.0 update and loading a specific model failing on transformers>=5.1 are different loading regressions." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue vs tokenizer codec/regex regression; unrelated." + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regression handling." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLm pad-token config bug vs meta-device loading regression; different failures." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Both touch tied weights, but one is device-dependent serialization and the other is LoRA merge collapse after vocab extension; not the same bug." + "reason": "Both are model-loading regressions, but one is a missing config attribute and the other is meta-device loading breakage; not the same bug." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing-import symbols from different modules; not duplicates." + "reason": "Different import errors for different missing symbols/models; same general area, not the same underlying failure." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local-path warning vs SigLIP2 implementation discrepancy; unrelated." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 doc-example errors vs processor `return_tensors` handling; different issues." + "reason": "Trailing-slash local path warning and SigLIP2 HF-vs-JAX discrepancy are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Both mention `apply_chat_template`, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content." + "reason": "State-dict serialization inconsistency and LoRA merge collapse with extended vocab are different weight/tied-embedding problems." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Qwen2.5-VL video position IDs vs FP8 inference failure on B200; unrelated." + "reason": "SigLIP2 docs/example errors are unrelated to return_tensors handling in processor kwargs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token bug vs a stale GraniteSpeech CI test; no shared underlying defect." + "reason": "Both are CI/tokenizer-related but one is BigBirdTokenizer special-token registration and the other is a stale GraniteSpeech device override test." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a HF/JAX implementation discrepancy; not enough to call them the same concrete bug." + "reason": "Unexpected zero probabilities in SigLIP2 and JAX/HF implementation discrepancy are related only at a very broad model-family level, not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype regression vs Qwen3 MoE memory inefficiency; different code paths." + "reason": "Embedding dtype mismatch during evaluate and Qwen3 MoE memory usage are different training/runtime issues." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer extra-space bug vs embedding resize/post-init reinitialization bug; unrelated." + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call messages are separate apply_chat_template failures." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Non-persistent buffer corruption during `from_pretrained` vs CLIP text model structure change; different regressions." + "reason": "Tokenizer extra-space detokenization bug and embedding reinitialization after resize are unrelated tokenizer/model-init issues." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs VL class import error; unrelated." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are distinct problems." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different loading/model-API regressions." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "`gguf_file` loading failure vs stale `config.dtype` after `from_config`; different loading semantics." + "reason": "gguf_file/from_pretrained loading breakage and stale config.dtype after from_config(dtype=...) are not the same bug." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are missing-`pad_token_id` AttributeErrors, but on different model families and loaders; not clearly the same concrete bug." + "reason": "Qwen3-VL pad_token_id missing and Llama4Config pad_token_id missing are similar-shaped config errors, but they are model-specific and not clearly the same underlying fix." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a VL class vs DeepSeek tokenizer detokenization regression; unrelated." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver resolution failure vs RT-DETR memory leak after deletion; different bugs." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and DeepSeek Coder detokenization regression are unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio `apply_chat_template` sampling-rate default vs video processor batch-shape bug; different modalities and code paths." + "reason": "Audio chat-template sampling-rate default bug and batched video shape bug are different processor behaviors." } ] }, @@ -8582,7 +8679,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 28, "review_unit_count": 57, "status": "reviewed", @@ -8590,7 +8687,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:29942", "issue:32090", @@ -8623,6 +8720,7 @@ "issue:44792", "issue:44855", "issue:44857", + "issue:44898", "issue:45083", "issue:45198", "issue:45200", @@ -8642,20 +8740,21 @@ ], "soft_pairs": [ "issue:44442|issue:45198", - "issue:45200|issue:45325", - "issue:44792|issue:45563", + "issue:44898|issue:45412", "issue:43819|issue:44112", + "issue:44792|issue:45563", "issue:44479|issue:46192", - "issue:43388|issue:43526", + "issue:45200|issue:45325", "issue:43827|issue:43901", + "issue:43388|issue:43526", "issue:44561|issue:46234", "issue:44610|issue:44857", - "issue:41720|issue:46209", "issue:43335|issue:43550", + "issue:41720|issue:46209", "issue:43819|issue:45083", - "issue:45759|issue:46285", "issue:44857|issue:45593", "issue:44206|issue:45584", + "issue:45759|issue:46285", "issue:38175|issue:45412", "issue:45520|issue:46170", "issue:43606|issue:45083", @@ -8670,29 +8769,29 @@ "issue:44855|issue:45083", "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "8153038d670726ead7b2a6ff7aa4a491d5ccb18e2c8ec1b16275b94b252da3e7", + "prepared_review_unit_hash": "0e3ce93ccbb5e85ad77875f2df2b57fb319119ba9c03dc140302508bda67ea2f", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35795, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36699, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed issues that only share broad Transformers subsystems or similar keywords; none of the soft edges look like the same underlying bug/change, so I would not merge any pair as duplicates.", + "summary": "This cluster is heterogeneous: the items span many unrelated model, tokenizer, generation, import, and compatibility bugs. The soft-similarity pairs mostly share only a broad subsystem theme, not the same concrete failure mode, so no duplicate merges are justified.", "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -8703,169 +8802,175 @@ "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer failures in different models: AutoTokenizer loading vs Wav2Vec2 save_pretrained/tokenization." + "reason": "Both concern speech/tokenizer loading, but one is AutoTokenizer failing on FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save_pretrained/tokenization failure; different code paths." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different Qwen2.5-VL bugs: missing mm_token_type_ids default vs RoPE position scaling." + "reason": "Perceiver non-default resolution/interpolation bug vs RT-DETR memory not being released; unrelated failures." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "One is a Janus image-generation test failure; the other is a stale generate() warning." + "reason": "DAC.from_latents missing STE behavior is a model implementation bug; GraniteSpeech stale device override is a CI/test regression in a different area." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Different failures: DAC latent/forward mismatch vs a GraniteSpeech CI device-override test." + "reason": "Janus image-generation test failure and paged-generate stale warning are different generation issues with different triggers." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Different regressions: multimodal video input handling vs return_tensors being ignored with text_kwargs." + "reason": "Qwen VL video-input regression and return_tensors being ignored with text_kwargs are unrelated API bugs." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Both involve labels, but one is a distributed metric gathering bug and the other is a Beit image processor label-reduction bug." + "reason": "Gemma 4 mm_token_type_ids defaulting and Qwen2.5-VL rope-index temporal scaling are distinct multimodal preprocessing issues." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they concern different APIs and different v5 behavior changes." + "reason": "Both are docs-related, but one is about pipeline removal in v5 and the other is TextClassificationPipeline return_all_scores docs; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Gather-for-metrics label truncation in the last batch is separate from BeitImageProcessorFast reduce_labels returning only one label." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing utilities: removal of is_torch_fx_available vs missing is_falcon_mamba_ssm_available." + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utils symbol removals." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different code paths: OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP/CUDA crash." - }, - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Different hardware/runtime failures: Qwen3 auto device mapping cudaErrorAssert vs FP8 inference on B200." + "reason": "OmDet processor size mismatch and LwDetrImageLoss AMP crash affect different models and different code paths." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different bugs in different models: SwitchTransformers sparse-layer creation vs Bamba torch.compile+SDPA failure." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Bamba torch.compile + SDPA failure." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Different helper/model bugs; DAC latent mismatch is unrelated to qwen3_omni_moe feature-length computation." + "reason": "Both are hardware/runtime failures, but one is Qwen3 auto device mapping cuda assert on A800 and the other is FP8 inference failure on B200; different problems." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different structural issues: Qwen multimodal config unwrapping vs CLIP text-model attribute inconsistency." + "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are different implementations with no shared failing path." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different training-time failures: AMP loss crash vs auxiliary-loss logic when denoising is off." + "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are unrelated model training bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different behaviors: feature extractor unsupported arg vs Whisper empty-transcription generation after token alignment." + "reason": "LasrFeatureExtractor unsupported center arg and Whisper empty transcription after align_special_tokens are separate regressions." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "AutoModelForCausalLM.from_config text_config unwrapping is a config-construction bug; CLIP text model structure inconsistency is a different API break." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different model problems: unexpected zero probabilities vs RT-DETR memory not being released." + "reason": "Siglip2 zero-probabilities and RT-DETR memory leak are unrelated model issues." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform/import issues: flash_attn lookup on Python 3.13 vs Windows ROCm torch.distributed dependency failure." + "reason": "Python 3.13 flash_attn import KeyError and Windows AMD ROCm torch.distributed import/type errors are separate compatibility issues." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different bugs: CPU offload device mismatch vs qwen3_omni_moe output-length helper behavior." + "reason": "CPU offload device mismatch for bark-small and qwen3_omni_moe helper length behavior are unrelated." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: SwitchTransformers config bug vs BigBirdTokenizer special-token registration/empty decode bug." + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration bug do not share the same underlying defect." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "One is Flash Attention 2 test failures; the other is a Trainer broadcast TypeError with NoneType." + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType TypeError are different failing areas and code paths." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different issues: Bamba torch.compile with SDPA vs a stale GraniteSpeech CI device override test." + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override CI failure are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Different scope: missing flash_attention utility import vs general Torch 2.10 incompatibility." + "reason": "Missing _flash_supports_window_size import is a specific symbol regression; Torch 2.10 incompatible is a broad version-compatibility report." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different loading bugs: base_model_prefix compatibility vs Qwen3-VL weight-shape mismatch." + "reason": "Base_model_prefix loading break and Qwen3-VL weight-shape mismatch are both loading problems, but they stem from different model/config issues." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions in different models: Pegasus output drift across v4/v5 vs Qwen recurrent-state reset with cache." + "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset are unrelated model behavior bugs." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Different config/dtype problems: multimodal text_config unwrapping vs stale config.dtype after from_config(dtype=...)." + "reason": "Both involve from_config, but one is text_config unwrapping for multimodal configs and the other is stale config.dtype after dtype construction; different defects." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different SwitchTransformers configuration vs Beit pretrained-model legacy-field loading bug." + "reason": "SwitchTransformers sparse-layer creation bug and Beit pretrained preset legacy-field loading bug are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different failures: Python 3.13 JIT parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior." + "reason": "DebertaV2Model Python 3.13 IndentationError and qwen3_omni_moe helper-length behavior have no shared code path." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different issues: train/eval embedding dtype mismatch vs pipeline error messaging about translation support." + "reason": "Embedding dtype drifting between train/eval and a pipeline error-message regression are unrelated issues." } ] }, @@ -8879,7 +8984,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 29, "review_unit_count": 57, "status": "reviewed", @@ -8887,7 +8992,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:26413", "issue:28218", @@ -8939,247 +9044,247 @@ "issue:46697" ], "soft_pairs": [ - "issue:44514|issue:44521", "issue:43720|issue:44112", "issue:29127|issue:32090", "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:44514|issue:44521", "issue:43335|issue:44112", "issue:43335|issue:45593", + "issue:45588|issue:45859", "issue:45127|issue:45245", "issue:46431|issue:46566", - "issue:37428|issue:44351", - "issue:45290|issue:46326", - "issue:45588|issue:45859", - "issue:45200|issue:45588", "issue:34689|issue:35141", - "issue:45459|issue:46234", + "issue:45200|issue:45588", + "issue:45290|issue:46326", "issue:42490|issue:43854", - "issue:39692|issue:43526", - "issue:26413|issue:31501", "issue:43819|issue:44493", "issue:45310|issue:45478", + "issue:45459|issue:46234", + "issue:26413|issue:31501", + "issue:39692|issue:43526", "issue:43606|issue:44857", "issue:44448|issue:44779", "issue:44617|issue:46697", "issue:39692|issue:44493", "issue:28218|issue:32090", "issue:44206|issue:45823", - "issue:44360|issue:44561", "issue:44857|issue:45072", "issue:43701|issue:45083", + "issue:44360|issue:44561", "issue:32090|issue:33357" ], - "prepared_review_unit_hash": "bc3736562e708c5342864b60bdc30718b66e4b08cf3c88a1b761a3537aefb261", + "prepared_review_unit_hash": "44a9705d3fd3a84167d9ce589c0567171dd4898751307213679245c6de95af4b", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36502, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "serialized_chars": 36496, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form a coherent duplicate set. The only clear duplicate pair is the repeated Qwen3.5 Moe `from_pretrained` regression reports (45310/45478).", - "confidence": 0.95, - "canonical_issue_reason": "No single global canonical exists for the whole cluster; if anchoring to the only true duplicate pair, `issue:45310` is the best canonical issue because it is earlier and `issue:45478` is the same reported Qwen3.5 Moe `from_pretrained` error.", + "summary": "Only the identically titled Qwen3.5 MoE `from_pretrained` pair looks like a true duplicate. The other soft edges mostly connect issues with different titles that point to different models, components, or error types, so they should stay rejected on title-level evidence alone.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report in the exact-title duplicate pair and has the same Qwen3.5 MoE `from_pretrained` error framing as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45310` is the best representative issue because it cleanly matches `issue:45478` and has the earliest report for that exact bug.", + "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it is the earliest, clearest exact duplicate target among the pair with matching title/substance.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both are `apply_chat_template` problems, but one is a batching crash and the other is zero assistant masks for multimodal inputs; different failure modes." - }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different models and different bugs: packed-weight loading in BitNet vs a stale GraniteSpeech CI test." + "reason": "The titles describe different failures in different contexts: BitNet packed-weights loading vs GraniteSpeech stale device override." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Unrelated subsystems: LayoutLMv3 error messaging vs Trainer `_gpu_broadcast_one` NoneType handling." + "reason": "Different title-level problems: LayoutLMv3 error-message clarity vs Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Both involve model internals, but one is SwitchTransformers sparse-layer config creation and the other is a qwen3_omni_moe feature-length helper issue." + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe feature-length helper issue are different titles and components." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but the titles reference different missing names and different modules." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "One title is a batched chat-template crash with `padding=False`; the other is all-zero assistant masks for multimodal inputs." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different code paths and symptoms; no shared underlying defect." + "reason": "The titles point to different model/configuration failures, so they do not look like the same bug." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Different titles: SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "The titles describe different flash/offload failures: `s_aux=None` AttributeError vs CPU-offload incompatibility." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/embedding collapse and the 2^24 categories limit are unrelated." + "reason": "LoRA merge / tied-embeddings collapse and category-count limit are unrelated at the title level." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Chat-template absence is unrelated to DiffusionGemma weights staying on meta with `device_map=\"auto\"`." + "reason": "Missing chat template and weights staying on `meta` are different loading/template problems." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "The titles describe different model-loading/post-init issues with different symptoms." + }, + { + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + "reason": "Gemma 4 `mm_token_type_ids` handling and flash_attention `s_aux` crash are different title-level issues." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templates, but one is tool-call tokenization with empty assistant content and the other is `continue_final_message` on mistral_common tokenizers." + "reason": "Both involve chat templates, but the titles describe different crashes: tool-call content handling vs `continue_final_message` on mistral_common tokenizers." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Different failures: flash-attention `s_aux=None` crash vs CPU-offload incompatibility in Qwen rotary embedding." + "reason": "Trailing-slash import warning and GLM-4.7-Flash loading failure are different titles and scenarios." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaulting and flash_attention `s_aux=None` are unrelated issues." + "reason": "DAC `from_latents` / forward mismatch and unexpected position-id keys are different model behavior reports." }, { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Different model-loading regression vs post-init reinitialization of output embeddings." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE `from_pretrained` error reported twice with matching title and substance." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and a missing import-utils availability helper are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "A trailing-slash local path warning is not the same bug as GLM-4.7-Flash unit-test load failure." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 docs/example errors and BeitImageProcessorFast `reduce_labels` are different issues." + "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` helper are unrelated titles." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "The resume-from-checkpoint iterator error and FineWeb training not starting are not the same concrete bug." + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training-start failure are different training issues." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "DAC `from_latents`/STE mismatch is unrelated to unexpected position-id keys." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same exact bug report: Qwen3.5 Moe `from_pretrained` error on transformers>=5.4.0; `45478` is a later duplicate of `45310`." + "reason": "SigLIP2 documentation example errors and BEiT `reduce_labels` behavior are different titles and components." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both are runtime failures, but CPU offload device mismatch and float16 AMP crash in LwDetrImageLoss are different code paths." + "reason": "CPU offload device mismatch for bark-small and LwDetrImageLoss AMP CUDA crash are different failure modes." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both mention v5 regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; not the same underlying bug." + "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer regression are different model/tokenizer titles." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM on Sam3Video is unrelated to Swin2SR over-padding." + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated title-level problems." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Doc-example issues and position-id key warnings are not the same problem." + "reason": "Documentation example errors and unexpected position-id keys are different issues by title." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer broadcast type errors." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Feature-extractor argument regression and Gemma4 PLE device mismatch are different failures." + "reason": "Tokenizer added-space behavior and Trainer NoneType broadcast error are different title-level failures." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "DSA ReLU discussion and `is_torch_fx_available` removal breakage are unrelated." + "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated titles." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different models and different dtype/device mismatch manifestations; not the same bug." + "reason": "Float16 AMP CUDA crash and bfloat16 dtype mismatch are different inference problems." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe output-length helper behavior are unrelated." + "reason": "`resume_from_checkpoint` key mismatch and qwen3_omni_moe helper behavior are different titles." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion and `is_torch_fx_available` removal breakage are unrelated title-level issues." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to the MacOS CLIP bus error." + "reason": "Trainer NoneType GPU broadcast and CLIP bus error on macOS are different failures and platforms." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only clear duplicate pair is issue:45310 / issue:45478, which have identical titles and the earlier report is correctly chosen as the canonical anchor. The soft-edge rejections are conservative and do not overstate equivalence." + "accept": false, + "feedback": "The duplicate call on issue:45310 / issue:45478 is well supported, but many soft-edge reasons go beyond the packet and assert specific root causes or fixes that are not visible here (for example, references to packed-weight loading, stale device overrides, D-FINE auxiliary-loss behavior, etc.). The verdicts should stay at the title-level evidence and be more cautious. Because the writeup overstates evidence in several places, I can\u2019t accept it." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9187,7 +9292,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 30, "review_unit_count": 57, "status": "reviewed", @@ -9195,7 +9300,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:10000", "issue:15354", @@ -9204,10 +9309,12 @@ "issue:29942", "issue:32090", "issue:33290", + "issue:33357", "issue:34689", "issue:35141", "issue:37428", "issue:38175", + "issue:39692", "issue:40444", "issue:41720", "issue:42175", @@ -9218,7 +9325,6 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:43746", "issue:43873", "issue:43927", "issue:43976", @@ -9242,7 +9348,6 @@ "issue:45823", "issue:45920", "issue:46192", - "issue:46209", "issue:46399", "issue:46655" ], @@ -9251,241 +9356,241 @@ "issue:38175|issue:44493", "issue:43550|issue:45083", "issue:29942|issue:35141", - "issue:45920|issue:46192", "issue:27957|issue:34689", - "issue:40444|issue:43526", + "issue:45920|issue:46192", "issue:43278|issue:43329", "issue:44448|issue:44977", + "issue:40444|issue:43526", "issue:45290|issue:45381", - "issue:44855|issue:46399", "issue:44977|issue:45229", - "issue:45290|issue:46655", - "issue:43278|issue:43381", + "issue:44855|issue:46399", "issue:10000|issue:15354", - "issue:43927|issue:45698", + "issue:43278|issue:43381", "issue:44857|issue:45588", - "issue:43746|issue:46209", - "issue:44561|issue:44779", + "issue:43927|issue:45698", + "issue:45290|issue:46655", "issue:37428|issue:42175", + "issue:44561|issue:44779", "issue:32090|issue:33290", "issue:43873|issue:45229", "issue:25251|issue:32090", - "issue:43976|issue:45440", "issue:44448|issue:44466", + "issue:43976|issue:45440", "issue:42490|issue:43873", + "issue:45588|issue:45823", "issue:44568|issue:45491", "issue:41720|issue:45229", - "issue:45588|issue:45823", - "issue:43278|issue:43575" + "issue:43278|issue:43575", + "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "a33f8ca64dca7977dce823b11db2fe673f8ade2077a2a7151d767eea3347f408", + "prepared_review_unit_hash": "fec4533ac33c0580bc7e2277e90d86c0deb4a248a2306f5b60f75035ecf2cc91", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36906, - "estimated_input_tokens": 9227, - "estimated_eval_tokens": 18710 + "serialized_chars": 36902, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose thematic similarity set, not a true duplicate group: it mixes unrelated bugs across tokenizers, flash-attention, multimodal processors, loading/saving, device mapping, and OOMs. None of the soft pairs look like the same underlying bug/change, so all are rejected.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45698 is the broadest open load/save regression in the set and has the highest discussion/inbound-reference signal, so it is the best anchor for triage.", + "summary": "No soft pair looks like the same underlying bug/change; the titles point to distinct code paths and symptoms across tokenizers, loading, attention, device placement, and serialization. I would not collapse any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45698 is the strongest representative of the set: it is open, highly discussed, has multiple inbound references, and describes a concrete save/load regression with a reproducible failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most general concrete v5 regression report, affecting multiple model families, so it is the most actionable representative issue.", + "best_issue_reason": "issue:45698 is the best global issue candidate because it has the highest activity signal and a broadly relevant from_pretrained/save_pretrained regression, making it a plausible anchor if one had to pick a single issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "One is a path-trailing-slash import warning; the other is TP-related OOM on a specific model." + "reason": "Local path trailing-slash warning and tensor-parallel OOM are unrelated failure modes." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different failures: zero probabilities in SigLIP2 vs unexpected position-id keys." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id key warnings are different bugs." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Unrelated model/runtime bugs: torch.compile SDPA on Bamba vs feature-length helper logic in qwen3_omni_moe." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failure is unrelated to embedding reinitialization during post-init." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Both touch tokenizer APIs, but one is a wrong-token-ID regression and the other is return_tensors being ignored." + "reason": "Flash Attention 2 test failures and output embedding reinitialization are separate model-loading/training issues." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Different subsystems and symptoms: Flash Attention 2 support vs a model-loading breakage." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are different problems." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Different areas: multimodal finetuning with multiple images vs BeitImageProcessorFast label reduction." + "reason": "Tokenizer ID regression across multiple models is unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift is unrelated to undefined variables in a video token-count helper." + "reason": "Embedding dtype drift in evaluate and missing video-token helper variables are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output mismatch is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output mismatch and Qwen3.5 flash-attention generation failure do not share a concrete code path." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Chat-template crash with tool-call messages is different from qwen2.5-vl video position-id handling." + "reason": "Qwen2.5-VL multi-image iterable dataset failure and BeitImageProcessorFast label reduction are different processor bugs." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Import parsing/torch.jit comment issue is unrelated to a missing decorator around apply_rotary_pos_emb registration." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id issue affect different pipeline stages." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different concrete problems." - }, - { - "left": "issue:45290", - "right": "issue:46655", - "accept": false, - "reason": "Assistant tool-call chat templating crash is unrelated to SmolVLM video padding math." + "reason": "Flash-attention generation bug in Qwen3.5 is not the same as Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Training/eval dtype mismatch is not the same bug as gradient checkpointing in eval mode." + "reason": "Both mention decorators, but one is a JIT parsing/import problem and the other is a missing decorator on a registration function." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script/export issue are unrelated." + "reason": "DistilBert model issue and torch.jit.script GeneratorExp export failure are unrelated." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module." + "reason": "BF16-to-FP32 dtype change and gradient checkpointing in eval mode are different behaviors." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention.py handling s_aux=None." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py handling of s_aux=None." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "PEFT checkpoint loading and FP8 inference on B200 are different code paths and failure modes." + "reason": "Lost custom token IDs after save/load and wrong custom module loading after save_pretrained are not the same bug." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Removal of is_torch_fx_available breaks remote-code models; DeepSeek tokenizer regression is a separate tokenizer bug." + "reason": "Chat-template tool-call crash and SmolVLM video padding calculation bug are different issues." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash_attention utility symbol and TensorFlow missing from a torch install are unrelated packaging/runtime issues." + "reason": "Flash-attention utility import failure and missing TensorFlow backend in torch-only install are unrelated packaging/import problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer regression." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast error in Trainer is unrelated to AdaFactor OOM in DeepSpeed." + "reason": "NoneType broadcast error in Trainer and Adafactor/deepspeed OOM are distinct distributed-training failures." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading misbehavior and Gemma4 multi-GPU OOM are different memory-management issues." + "reason": "Quantization offloading not working and Gemma4 multi-GPU CUDA OOM are both memory-related but not the same underlying bug." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Pipeline top_k nesting change and _gpu_broadcast_one NoneType error are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Python-version compatibility breakage is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "Pegasus output differences across versions and lm_head.weight serialization inconsistency are separate regression surfaces." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Different concrete bugs: model output regression vs inconsistent lm_head.weight serialization." + "reason": "Python-version incompatibility in Transformers 5.1.0 and DeepseekV3MoE divergence from remote implementation are unrelated." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Path-trailing-slash import warning does not match quantization offloading behavior." + "reason": "Local path import warning and quantization offloading behavior are different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and device_map auto forward device mismatch are different concrete failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "mDeBERTa BOS/EOS token insertion regression and Gemma3 NaN embeddings are unrelated tokenizer/model bugs." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 cudaErrorAssert with auto device mapping is not the same as Gemma4 OOM." + "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different GPU execution problems." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError and PLE device mismatch are different forward-path bugs." + "reason": "Training/eval embedding dtype mismatch and tensor-parallel OOM are unrelated." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Embedding dtype change in eval and TP-related OOM on Qwen2-57B are unrelated." + "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation errors are not the same issue." } ] }, @@ -9499,7 +9604,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 31, "review_unit_count": 57, "status": "reviewed", @@ -9507,7 +9612,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:27957", "issue:29127", @@ -9516,7 +9621,6 @@ "issue:33357", "issue:34567", "issue:35141", - "issue:39692", "issue:42490", "issue:42915", "issue:42994", @@ -9535,6 +9639,7 @@ "issue:44206", "issue:44265", "issue:44361", + "issue:44387", "issue:44442", "issue:44462", "issue:44479", @@ -9559,106 +9664,88 @@ "issue:46693" ], "soft_pairs": [ + "issue:29127|issue:34567", "issue:45372|issue:45588", - "issue:33357|issue:39692", - "issue:45198|issue:45803", "issue:44977|issue:45563", - "issue:29127|issue:34567", - "issue:44871|issue:44977", "issue:43381|issue:43701", - "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:44871|issue:44977", "issue:43653|issue:44743", "issue:44186|issue:45198", - "issue:43611|issue:46121", + "issue:43412|issue:45588", "issue:44361|issue:45198", - "issue:45372|issue:45406", + "issue:43611|issue:46121", "issue:42915|issue:42994", + "issue:45372|issue:45406", "issue:45459|issue:45712", "issue:29942|issue:30064", "issue:44206|issue:44479", "issue:43756|issue:45440", "issue:43653|issue:44442", + "issue:45372|issue:45459", + "issue:45491|issue:46693", "issue:43065|issue:45412", "issue:43065|issue:43994", - "issue:45491|issue:46693", - "issue:45372|issue:45459", - "issue:45245|issue:45563", "issue:29127|issue:33357", + "issue:45245|issue:45563", "issue:44265|issue:45198", - "issue:43066|issue:44462", "issue:27957|issue:29942", - "issue:45412|issue:46369", - "issue:43994|issue:45412", - "issue:45440|issue:45593", + "issue:43066|issue:44462", "issue:43575|issue:43701", - "issue:43421|issue:45491", + "issue:45440|issue:45593", + "issue:43994|issue:45412", "issue:29127|issue:35141", - "issue:42490|issue:43381" + "issue:45412|issue:46369", + "issue:42490|issue:43381", + "issue:43421|issue:45491", + "issue:43575|issue:44387" ], - "prepared_review_unit_hash": "20049dd8cb09397b1b5c46622156aa0863f0b93a0b6cf78b54d47cf6afae977a", + "prepared_review_unit_hash": "a1774d920bc8dca20fb827b084c5baffd2cab473db410c83d5255b97b177491f", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38215, - "estimated_input_tokens": 9554, - "estimated_eval_tokens": 19364 + "serialized_chars": 38210, + "estimated_input_tokens": 9553, + "estimated_eval_tokens": 19362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicates look safe to merge: the pairs mostly share broad themes (Flash Attention, tokenizers, Gemma/Qwen, memory, export) but describe different concrete failures and code paths.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The items are a loose collection of unrelated issues across tokenizers, model loading, quantization, generation, and processor behavior. None of the soft pairs look like the same underlying bug, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the issues span different models and failure modes; they are not duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:33357 is the strongest standalone issue in this set: it is a concrete runtime crash, well-discussed, and severity is high. It is still not a duplicate match for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Both involve Gemma/processor loading, but one is an import error from mistral_common and the other is a flash_attention.py AttributeError on s_aux=None; different failure modes and paths." - }, - { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Both mention vision/CLIP/SigLIP2, but one is a MacOS bus error in model loading and the other is a documentation example with model/processor mismatch and quantization issues." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated bugs in different code paths." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "One is save_pretrained/tokenization failure for a specific Wav2Vec2 model; the other is a broad Fuyu conversion bug caused by a bare except swallowing errors." + "reason": "Gemma processor import failure and flash-attention s_aux=None crash are different subsystems and symptoms." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Both touch generation/flash-attention, but one is a Qwen3.5 correctness regression and the other is a stale warning for paged generate(); not the same bug." - }, - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "Unrelated: LayoutLMv3 error-message clarity versus TrainerState token counter not updating." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Gemma eos_token_id configuration mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a stale warning in paged generate() unrelated to generation correctness." }, { "left": "issue:43381", @@ -9667,172 +9754,178 @@ "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer/runtime issues." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Gemma3n export failures versus a flash-attention AttributeError on sink-less models; different models and code paths." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are unrelated model-specific problems." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration/empty decode is unrelated to Qwen recurrent-state reset behavior." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated tokenizer vs model-state bugs." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers and bugs: LayoutLMv2 NER/padding crash versus Wav2Vec2 save/tokenization failure." + "reason": "Both are tokenizer issues, but they affect different models and failure modes; no shared underlying defect is evident." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Base_model_prefix loading breakage is unrelated to rope validation TypeError on JSON-loaded lists." + "reason": "Gemma3n execuTorch export failure and flash_attention.py s_aux=None crash do not share a concrete code path." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer-specific issues." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model bugs." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Gemma4 processor loading import failure and Gemma4Processor missing _tokenizer in serve are related only by model name, not the same defect." + "reason": "base_model_prefix loading regression and rope-validation TypeError are unrelated configuration-handling problems." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization problems." + "reason": "FineGrainedFP8Config load failure and quantized model saving failure are different quantization workflows with different breakages." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import-time processor loading failure and the other is a serve-time missing attribute crash; not the same bug." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking when protobuf is absent is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "Tokenizer protobuf exception masking and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are separate subsystems and bug reports." + "reason": "Flash Attention 2 test failures and void segmentation map processing are different modules and failure modes." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg crash and video input regression affect different APIs and model families." + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video regression are unrelated input-processing bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer selection bug and DeepseekV3MoE divergence from remote implementation are different model-specific logic issues." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model implementation discrepancies." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird tokenizer decode bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d and RT-DETR memory leak are different problems." + "reason": "BigBirdTokenizer decode/special-token bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer issues." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d is unrelated to SigLIP2 nonsensical outputs with AutoModel/pipeline." + "reason": "Gemma processor import breakage and protobuf decode-error masking affect different layers and are not duplicates." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaN embeddings from mixed-length batching differ from a performance regression in long-context generation." + "reason": "Gemma3 NaN embeddings from sliding-window attention and FA2 long-context performance regression are not the same defect." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Gemma4 processor import failure and tokenizer protobuf exception handling are unrelated error paths." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are unrelated model/component issues." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Category-cardinality RuntimeError and paged-generate stale warning are not the same defect." + "reason": "Sam3PixelDecoder placeholder layer and SigLIP2 nonsensical outputs are different bugs with no shared code path shown." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS bus error on a CLIP model are unrelated." + "reason": "LayoutLMv3 error messaging and CLIP bus error on macOS are clearly unrelated." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." + "reason": "Category-count runtime error and stale paging warning are different generation/runtime behaviors." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Wrong tokenizer decoder type in Transformers v5 and ignoring tokenizer.json are different tokenizer-loading regressions." + "reason": "torch.export failures around torch_compilable_check are unrelated to Wav2Vec2 save/tokenization problems." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta FA2 support and failing FA2 tests are too broad to be the same concrete bug." + "reason": "XLMRoberta Flash Attention 2 support and generic FA2 test failures are not the same concrete bug." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "RT-DETR GC/memory leak and sam3-litetext memory overflow are distinct memory issues in different models." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading regressions." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "SigLIP2 nonsensical results and RT-DETR memory release failure are unrelated." + "reason": "TP load OOM for Qwen2-57B and checkpoint key mismatch are unrelated issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE auxiliary-loss behavior." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model-specific bugs." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct TP OOM and resume_from_checkpoint key mismatch are different bugs." + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model inference vs memory-management problems." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are unrelated tokenizer versus attention/batching issues." + "reason": "Trailing-slash local-path import warning and gradient-checkpointing eval-mode failure are unrelated behaviors." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "LayoutLMv3 error messaging and output embedding reinitialization after resizing are unrelated." + "reason": "TokenizersBackend post-processor update bug and Gemma3 NaN embeddings are unrelated tokenizer vs attention bugs." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Local-path trailing-slash import warning and gradient-checkpointing eval-mode failure are different loading/runtime issues." + "reason": "TP load OOM for a specific model and increased reserved memory under int4 quantization are different memory issues with different causes." } ] }, @@ -9846,7 +9939,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 32, "review_unit_count": 57, "status": "reviewed", @@ -9854,7 +9947,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:27957", "issue:29127", @@ -9862,6 +9955,7 @@ "issue:34567", "issue:34689", "issue:35141", + "issue:42175", "issue:42490", "issue:42915", "issue:43262", @@ -9869,7 +9963,6 @@ "issue:43381", "issue:43526", "issue:43531", - "issue:43575", "issue:43611", "issue:43646", "issue:43720", @@ -9882,7 +9975,6 @@ "issue:44186", "issue:44206", "issue:44279", - "issue:44387", "issue:44442", "issue:44514", "issue:44743", @@ -9900,244 +9992,245 @@ "issue:45834", "issue:45859", "issue:46121", + "issue:46234", "issue:46369", "issue:46399", "issue:46640", "issue:46693" ], "soft_pairs": [ - "issue:43575|issue:44387", - "issue:43526|issue:45834", - "issue:43526|issue:46693", "issue:44442|issue:45072", + "issue:43526|issue:45834", "issue:42915|issue:43931", + "issue:43526|issue:46693", "issue:43824|issue:44279", "issue:43526|issue:44186", - "issue:43994|issue:46369", "issue:46121|issue:46399", - "issue:45250|issue:46640", + "issue:43994|issue:46369", "issue:27957|issue:29127", "issue:27957|issue:33290", "issue:43334|issue:43531", - "issue:43761|issue:45859", + "issue:45250|issue:46640", "issue:33290|issue:34689", "issue:33290|issue:35141", - "issue:44514|issue:45381", + "issue:43761|issue:45859", "issue:45588|issue:45600", "issue:33290|issue:34567", + "issue:44514|issue:45381", "issue:43381|issue:43873", - "issue:44977|issue:45245", "issue:43262|issue:44206", "issue:43646|issue:44077", - "issue:44743|issue:44811", + "issue:44977|issue:45245", "issue:44442|issue:44898", - "issue:45003|issue:45440", + "issue:44743|issue:44811", "issue:34689|issue:43611", "issue:42490|issue:44743", - "issue:43720|issue:44442" + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234" ], - "prepared_review_unit_hash": "4679bf83cdfd05bd7e21bfdb2e24dbe873e9cb2f9503c4d7beca595694c745c3", + "prepared_review_unit_hash": "101b0ba7af4905bec5c27db5f143ce791afac0cf9acb59b0e59d1cfcb3c945c2", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36188, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "serialized_chars": 36192, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are separate model-specific bugs or regressions that only share broad themes like OOM, Flash Attention, or loading failures. None of the soft pairs looks like the same concrete bug/change, so they should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated subsystems and model families, and the apparent overlaps are too broad to treat as one duplicate cluster.", + "summary": "This cluster is mostly a loose semantic grab-bag of distinct Transformers regressions/issues; the soft pairs share broad themes at best, but not the same concrete bug or change. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:46640 is the best umbrella issue in the set because it is the most generic, currently open Flash Attention 2 report and is the closest thing here to a central FA2-related anchor.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping: none of these reports is a clear superset or central tracker for the others.", + "best_issue_reason": "Issue:46640 is the strongest standalone representative of the only clearly recurring subtopic in the list (Flash Attention 2 / FA2 regressions), and it is broad enough to serve as the cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both mention OOM, but one is a Qwen2-57B TP loading issue and the other is an int4 quantization regression in Transformers 5.x; different causes and code paths." - }, - { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different models and failures: BEiT image processor label reduction vs Kosmos2.5 long OCR input memory overflow." + "reason": "Unrelated failures: tokenizer loading for FastSpeech2Conformer vs dtype mismatch in bfloat16 inference." }, { "left": "issue:43526", - "right": "issue:46693", + "right": "issue:45834", "accept": false, - "reason": "Unrelated bugs: BEiT label handling vs a Flash Attention 2 long-context performance regression." + "reason": "Different model/task and symptom: BEiT Fast image-label reduction bug vs Kosmos2.5 OCR long-input index error." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Different components and symptoms: tokenizer loading failure for FastSpeech2ConformerTokenizer vs dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Different model families and bugs: Qwen3MoE FP8 config failure vs Qwen3-VL weight-shape loading mismatch." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Different model families and failure modes: Qwen3Moe FP8 config issue vs Qwen3-VL weight shape mismatch on load." + "reason": "Both mention vision/image workflows, but one is a BeitImageProcessorFast label bug and the other is an FA2 long-context performance regression." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Too vague on the right and no concrete shared bug; an import error for Qwen2.5-VL is not the same as a generic dependency issue." + "reason": "Generic dependency complaint is too broad; the other is a specific Qwen2.5-VL import error." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/processor paths: BEiT Fast image processor label reduction vs LayoutLMv2 tokenizer crashes on NER padding/truncation." - }, - { - "left": "issue:43994", - "right": "issue:46369", - "accept": false, - "reason": "Different subsystems: SigLIP2 inference corruption vs Sam3-LiteText memory overflow." + "reason": "Different code paths and symptoms: BEiT fast processor label handling vs LayoutLMv2 tokenizer NER padding/truncation crash." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Distinct rope-related bugs: JSON-loaded validation list TypeError vs missing decorator for apply_rotary_pos_emb registration in Qwen3.5 kernels." + "reason": "Rope-parameter JSON list typing bug is unrelated to Qwen3.5 kernel registration / rotary embedding crash." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Only a broad Flash Attention 2 overlap; one is a generic title, the other is a sink-less model crash in flash_attention.py." + "reason": "Different subsystems and failures: SigLIP2 model/pipeline output issue vs SAM3 LiteText memory overflow." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Completely different problems: Flash Attention 2 support for XLM-Roberta vs a LayoutLMv3 box/clarity error message." + "reason": "No same bug: Flash Attention 2 support request for XLMRoberta vs LayoutLMv3 box-information error handling." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Different bug classes: model/attention support vs DeepSpeed Adafactor OOM." + "reason": "Different problem domains: FA2/XLMRoberta support vs optimizer-related OOM in DeepSpeed." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen-related, but one is a pad_token_id load failure and the other is a sliding_window issue in Qwen3-MoE." + "reason": "Same model family, but different bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Different model areas and bugs: CLIPVisionModel hidden_states regression vs Qwen3.5 rotary embedding CPU offload incompatibility." + "reason": "Too little evidence to treat as the same concrete bug; one is a generic FA2 title, the other is an AttributeError in flash_attention integration on sink-less models." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Both are OOM/loading complaints, but one is optimizer memory in DeepSpeed and the other is a specific model-loading regression for Llama 3.2 Vision." + "reason": "Both are regressions, but one is optimizer OOM and the other is a model-loading breakage for Llama 3.2 Vision." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Unrelated: Adafactor OOM in DeepSpeed vs embedding reinitialization after resizing token embeddings." + "reason": "OOM in DeepSpeed with Adafactor is unrelated to embedding reinitialization during resize_token_embeddings." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one crashes in batched apply_chat_template with padding=False and the other has wrong vision_position_ids for video input." + "reason": "Different models and paths: CLIPVision hidden-states regression vs Qwen3.5 rotary embedding incompatibility with CPU offload." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Different files and failures: flash_attention.py AttributeError on s_aux=None vs auto_mappings.py referencing removed Sam3LiteText configs." + "reason": "Flash-attention sinkless-model crash is unrelated to removed Sam3LiteText config references in auto_mappings." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Different trainer/optimizer issues: DeepSpeed Adafactor OOM vs TrainerState.num_input_tokens_seen not updating." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Different behavior: gradient checkpointing disallowed in eval mode vs offloading not working as expected with quantization." + "reason": "Both are Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is wrong vision_position_ids for video input." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Unrelated failures: Qwen3.5 flash-attention generation bug vs category-count runtime error." + "reason": "Eval-mode gradient checkpointing limitation is not the same bug as quantization offloading misbehavior." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different audio preprocessing bugs: apply_chat_template sampling-rate default vs unsupported center argument in LasrFeatureExtractor." + "reason": "Audio chat-template sampling-rate default bug is unrelated to LasrFeatureExtractor passing an unsupported center argument." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Related to initialization only at a broad level, but not the same concrete bug: one breaks custom model init in v5, the other is about patchtsmixer optional post_init handling." + "reason": "General custom initialization breakage in v5 is not the same concrete issue as patchtsmixer's optional post_init constraint." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Different pathways and symptoms: Qwen3_5 recurrent state reset bug vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "Flash-attention generation regression and category-count runtime limit are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: FastSpeech2ConformerTokenizer loading vs Perceiver image classification failure at non-default resolution." + "reason": "Tokenizer loading failure and Perceiver image-classification failure are different bugs." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Distinct issues: unsafe sys.modules access in modeling_utils vs divergence of native DeepseekV3MoE from remote implementation." + "reason": "Recurrent-state reset in modular_qwen3_5 is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they affect different releases and different root causes: Llama 3.2 Vision vs base_model_prefix handling in Transformers 5.0.0." + "reason": "Both concern model loading regressions, but they appear to be different failures and not one concrete code-path bug." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "No real overlap: trailing-slash local model import warning vs Qwen3_5 recurrent-state reset bug." + "reason": "Local-path slash import warning is unrelated to Qwen3_5 recurrent-state cache behavior." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety issue is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Different domains: BitNet packed-weight loading in accelerate vs tokenizer loading failure for FastSpeech2ConformerTokenizer." + "reason": "BitNet packed-weight loading bug is unrelated to FastSpeech2Conformer tokenizer loading failure." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency mismatch is unrelated to a missing import_utils helper for falcon mamba SSM." } ] }, @@ -10151,7 +10244,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 33, "review_unit_count": 57, "status": "reviewed", @@ -10159,13 +10252,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:25251", "issue:27957", "issue:28282", "issue:32090", - "issue:42175", "issue:42617", "issue:42907", "issue:43232", @@ -10173,6 +10265,7 @@ "issue:43388", "issue:43493", "issue:43525", + "issue:43550", "issue:43575", "issue:43643", "issue:43701", @@ -10189,9 +10282,9 @@ "issue:44188", "issue:44190", "issue:44442", - "issue:44464", "issue:44479", "issue:44496", + "issue:44568", "issue:44855", "issue:44871", "issue:44913", @@ -10206,222 +10299,229 @@ "issue:45907", "issue:46178", "issue:46234", - "issue:46421", + "issue:46291", "issue:46506", "issue:46697" ], "soft_pairs": [ - "issue:42175|issue:46234", - "issue:43723|issue:45479", - "issue:45325|issue:46697", "issue:43316|issue:43525", - "issue:44077|issue:44479", + "issue:43723|issue:45479", "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", "issue:44062|issue:45907", "issue:43761|issue:44079", "issue:43873|issue:44871", - "issue:43761|issue:44188", - "issue:43232|issue:43388", "issue:43749|issue:43931", "issue:43931|issue:45216", - "issue:43316|issue:45759", - "issue:44855|issue:45137", + "issue:43761|issue:44188", "issue:43643|issue:44913", - "issue:44442|issue:45803", "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:43232|issue:43388", + "issue:44442|issue:45803", "issue:44190|issue:44496", "issue:42907|issue:45698", "issue:43701|issue:46506", "issue:42617|issue:43575", "issue:43575|issue:43742", - "issue:25251|issue:28282", + "issue:44568|issue:45479", "issue:27957|issue:32090", - "issue:44464|issue:46421" + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43550|issue:43701" ], - "prepared_review_unit_hash": "24c549e40539e693cf552a7c262bcbbac5e79cf8d7315e59e9050d65b8007eaf", + "prepared_review_unit_hash": "6f43397b80721d248ea54c1e336ed6f39f3e74ed8c1f047f2919ae462f208922", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35650, - "estimated_input_tokens": 8913, - "estimated_eval_tokens": 18082 + "soft_pair_count": 27, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar but actually different bug reports around loading, configs, generation, and model-specific regressions. I don\u2019t see any soft edge that looks like the same underlying fix.", - "confidence": 0.23, - "canonical_issue_reason": "issue:45698 is the broadest and most actively discussed loading/saving report in the set, so it\u2019s the best placeholder canonical even though the cluster is heterogeneous.", + "summary": "This cluster is heterogeneous: the items cover unrelated bugs in configs, loading, training, tokenizer behavior, docs, and model-specific regressions. None of the soft edges look like the same underlying issue/change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the widest scope and strongest discussion signal among these issues, but it should be treated as a representative, not a true duplicate hub.", + "best_issue_reason": "Issue 45698 is the strongest standalone candidate: it is open, has the most discussion/inbound references, and concerns a broad core API path (`from_pretrained`/`save_pretrained`) that is likely to attract duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "One is a backend/installation packaging problem; the other is a missing import-utils availability helper. Same general area, different bug." + "reason": "Different models and different config fields: `Gemma3TextConfig` API mismatch vs missing `pad_token_id` on `Llama4Config`." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and a sequence-classification loss bug are unrelated code paths." - }, - { - "left": "issue:45325", - "right": "issue:46697", - "accept": false, - "reason": "Qwen2.5-VL rope/temporal position indexing is not the same bug as Swin2SR image over-padding." + "reason": "Tokenizer loading regression in v5 vs a sequence-classification zero-loss bug; unrelated code paths." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Both mention config API inconsistencies, but they affect different models and different missing fields." + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy vs docs still referencing removed pipeline APIs." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post-init policy and Qwen video-input regression are unrelated model-specific issues." + "reason": "`patchtsmixer` post-init validation issue vs Qwen video-input regression; different subsystems and failures." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "A model implementation discrepancy and docs still referencing pipeline() are different kinds of problems." + "reason": "Both are image/video preprocessing-related, but one is Qwen2.5-VL rope indexing and the other is Swin2SR over-padding." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Tokenizer `AddedToken` keyword conflict vs Hub helper not forwarding `revision`; not the same bug." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Hidden-states missing from a model forward pass is not the same as ModelOutput key assignment when a value was previously None." + "reason": "CLIPVision hidden-states regression vs `ModelOutput` key assignment bug; both output-related but distinct causes." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are separate issues." + "reason": "Quantized offloading problem vs Gemma-3 EOS token config inconsistency; different APIs and failure modes." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "CLIPVision hidden_states regression and torch.compile attention-kernel branching are different failures." + "reason": "FSDP CPU RAM-efficient loading breakage vs a Qwen3-VL weight-shape mismatch on load; not the same issue." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric gathering on last-batch labels are different training/inference bugs." + "reason": "Load-time shape mismatch vs save_pretrained producing an incorrect checkpoint; opposite directions and different root causes." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage is not the same as a specific Qwen3-VL weight-shape mismatch." + "reason": "Model hidden-states bug vs attention-kernel divergence under `torch.compile`; unrelated code paths." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Model load shape mismatch and save_pretrained checkpoint corruption are different failure modes." + "reason": "`trust_remote_code` dropping config fields vs GPTNeoX `rotary_pct` not persisting on reload; both config-related but different defects." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Gemma3 text-config API mismatch and Qwen multimodal from_config text_config unwrapping are not the same underlying bug." + "reason": "Model loading failure for a specific repo vs missing backend registration for `tensorflow_text`; distinct import/load problems." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/indentation issue and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Python 3.13 JIT parsing/IndentationError vs DeepSpeed ZeRO3 deque underflow; unrelated runtime failures." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code configs and GPTNeoX rotary_pct not persisting on reload are different config-loading bugs." + "reason": "Generic Gemma config API discrepancy vs Qwen multimodal `from_config` not unwrapping `text_config`; different model families and logic." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "AutoTokenizer failing on one tokenizer class and a bare-except swallowing errors in Fuyu conversion are unrelated." + "reason": "Generation kwargs sync issue vs `gather_for_metrics` dropping tuple labels in the last batch; different utilities and symptoms." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Loading a specific model repo and missing BACKENDS_MAPPING support for tensorflow_text are different backend-resolution issues." + "reason": "Tokenizer class loading failure vs a bare `except` in Fuyu tensor conversion; unrelated bug locations." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script and an unrecognized model/config error are not the same problem." + "reason": "Local dataset loading in an example script vs unrecognized `model_type` for a specific model repo; not the same problem." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained both touch serialization, but they are different code paths and failures." + "reason": "Dequantized model saving failure vs wrong custom module loaded after save/load; both save/load-themed but different root causes." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated issues." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py startup failure and TP-induced OOM when loading Qwen2-57B are different parallelism issues." + "reason": "3D parallel demo script failure vs tensor-parallel OOM loading Qwen2-57B; different models and failure modes." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM loading key error are unrelated loading failures." + "reason": "Qwen2-57B tensor-parallel OOM vs MobileLLM config/key error; no shared underlying bug." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "Pipeline top_k output-shape behavior and missing PyTorch installation import error are completely different." + "reason": "Tokenizer special-token insertion regression vs classification loss degeneracy; different layers of the stack." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention support for XLMRoberta and a Trainer broadcast NoneType error do not share the same code path." + "reason": "XLM-Roberta Flash Attention 2 support vs `Trainer` broadcasting `NoneType`; unrelated training/runtime bugs." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline `top_k` output-shape change vs missing PyTorch dependency import error; not the same issue." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import-utils availability helper vs kernels import failing on version/revision requirements; distinct dependency issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and cache lazy initialization causing recompilation are related at a high level, but not the same concrete bug." + "reason": "Bamba `torch.compile` + SDPA failure vs checkpoint resume key mismatch; no shared code-path problem." } ] }, @@ -10435,7 +10535,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 34, "review_unit_count": 57, "status": "reviewed", @@ -10443,7 +10543,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:16998", "issue:22355", @@ -10451,24 +10551,22 @@ "issue:43065", "issue:43295", "issue:43316", - "issue:43352", - "issue:43388", "issue:43404", "issue:43441", "issue:43452", + "issue:43504", "issue:43540", - "issue:43550", "issue:43572", "issue:43606", "issue:43646", "issue:43650", - "issue:43688", "issue:43701", "issue:43716", "issue:43761", "issue:43825", "issue:44077", "issue:44162", + "issue:44464", "issue:44479", "issue:44496", "issue:44514", @@ -10480,23 +10578,23 @@ "issue:44913", "issue:45127", "issue:45200", + "issue:45542", "issue:45584", "issue:45632", + "issue:45698", "issue:45803", "issue:46050", "issue:46170", "issue:46178", "issue:46202", "issue:46234", - "issue:46291", "issue:46365", "issue:46369", - "issue:46424", - "issue:46640" + "issue:46421", + "issue:46424" ], "soft_pairs": [ - "issue:43550|issue:43701", - "issue:46234|issue:46291", + "issue:44464|issue:46421", "issue:43606|issue:43701", "issue:43295|issue:43825", "issue:16998|issue:22355", @@ -10506,213 +10604,207 @@ "issue:42175|issue:43316", "issue:44077|issue:44534", "issue:44871|issue:46050", - "issue:45803|issue:46365", "issue:43646|issue:44913", + "issue:45803|issue:46365", "issue:43452|issue:44496", - "issue:44162|issue:44792", "issue:45803|issue:46170", "issue:45632|issue:46424", + "issue:44162|issue:44792", "issue:43404|issue:43441", "issue:44610|issue:46369", "issue:43650|issue:46202", "issue:43761|issue:44479", "issue:43065|issue:44617", + "issue:43572|issue:46178", "issue:43540|issue:44514", "issue:45127|issue:45200", - "issue:43388|issue:43688", - "issue:43352|issue:46640", - "issue:43572|issue:46178" + "issue:45542|issue:46234", + "issue:43504|issue:45698" ], - "prepared_review_unit_hash": "0e65eb2586586f85c6b123b69d74c3aa078bf202ea6a4fc5f84f14c9469b693b", + "prepared_review_unit_hash": "0d5c0726992b2cd3d6d8124b59e1c113b7bed64dafcbdf5810fc445396785294", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35625, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34758, + "estimated_input_tokens": 8690, + "estimated_eval_tokens": 17636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change. Most similarities are only at the subsystem/model-family level, not the concrete failure mode.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative regression in the set: a general Transformers 5.0.0 custom model initialization breakage.", + "summary": "The soft pairs are mostly same-subsystem but not the same underlying bug/change; I don\u2019t see any pair that should be merged as duplicates. The closest theme is model loading/save_pretrained/from_pretrained regressions, but the concrete failures differ.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is the best anchor: it is open, discussion-heavy, and the broadest actionable model-loading issue in the set (wrong custom module after save_pretrained/from_pretrained).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best standalone representative because it describes a concrete, high-impact v5 regression with broad user-facing scope.", + "best_issue_reason": "issue:45698 is the strongest standalone issue overall for triage because it is recent, open, and describes a clear reproducible loading bug with broader duplicate potential than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "Different failures: torch.compile/SDPA runtime bug vs checkpoint key mismatch." - }, - { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Unrelated import problems: missing utility symbol vs pipelines import constraint from kernels." + "reason": "Both mention chunked generation/cache, but one is inconsistent outputs from compiled forward and the other is spurious recompilation from cache lazy init; different symptoms and likely different fixes." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume-from-checkpoint key mapping." + "reason": "Device mismatch during CPU offload is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are regressions, but one is a processor/tokenizer API break and the other is a pipeline error-message issue." + "reason": "Both are v5 regressions, but one is processor/tokenizer image-handling breakage and the other is an incorrect pipeline error message; not the same code-path bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length question and missing transformers.onnx module are unrelated." + "reason": "Model_max_length behavior in DeBERTa-V3 is unrelated to a missing transformers.onnx import." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different regressions: processor/tokenizer handling vs Gemma eos token config inconsistency." + "reason": "Processor.tokenizer regression is unrelated to Gemma eos_token_id config mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both involve generation/token settings, but the concrete bugs differ: eos_token_id mismatch vs empty-transcription failure after token alignment." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate model-specific bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3 config API discrepancy and Mistral-3 image dtype mismatch are different issues." + "reason": "Gemma3TextConfig API mismatch is not the same as image preprocessor/model dtype mismatch." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend packaging/install issue is unrelated to Gemma3 config API shape." + "reason": "Backend dependency packaging issue is unrelated to a Gemma3TextConfig API discrepancy." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is an invalid optional post_init allowance; the other is a non-persistent buffer initialization regression." + "reason": "Optional post_init enforcement and non-persistent buffer initialization are different v5 issues." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to quantized save/load breakage." - }, - { - "left": "issue:45803", - "right": "issue:46365", - "accept": false, - "reason": "Bare except in tensor conversion is unrelated to Trainer import failure caused by datasets." + "reason": "Gemma eos_token_id config inconsistency is not the same as quantized-model save/load corruption." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both relate to model/config loading, but one is a broad initialization regression and the other is a specific config field not persisting on reload." + "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "GGUF loading path breakage and unrecognized model config are different model-loading problems." + "reason": "A bare except in preprocessing is unrelated to Trainer import failure caused by datasets." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "ESM2 model breakage and a janus image-generation test failure are unrelated." + "reason": "gguf_file loading path breakage is different from an unrecognized model/config missing model_type." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different concerns: exception handling in Fuyu vs Windows/ROCm import dependency issues." + "reason": "Swallowing errors in Fuyu tensor conversion is unrelated to the Windows/ROCm torch.distributed import issue." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collision for trust_remote_code is unrelated to max_cache_length behavior." + "reason": "Remote-code cache path collisions are unrelated to max_cache_length being honored only for Quantized Cache." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 regression is unrelated to a janus test failure on image generation." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention support issue affect different code paths." + "reason": "Both are Mistral-family, but one is tied lm_head weights and the other is FlashAttention failure; not the same bug." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor output size mismatch and Sam3-litetext memory overflow are different problems." + "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to Sam3-litetext memory overflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder issue text and Gemma pipeline roundtrip failure do not match." + "reason": "Placeholder issue title 'ADD THE DATA' has no concrete relation to Gemma pipeline roundtrip failure." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video-input regression are unrelated." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are separate model-path failures." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video OOM." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same issue as Sam3Video CUDA OOM." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tensorflow_text backend registration failure." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are Qwen multimodal bugs, but they hit different APIs and failure modes: video input processing vs batched chat-template padding." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different input-processing bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Metric gathering label truncation and auxiliary loss normalization are different training bugs." + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Both mention Flash Attention, but 43352 is model-specific unsupported behavior while 46640 is too generic to be the same bug." + "reason": "Tensorboard/TensorFlow backend misdetection is unrelated to a missing import utility symbol." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + "reason": "Legacy-field loading failure for Beit semantic segmentation is not the same as loading the wrong custom module after save_pretrained." } ] }, @@ -10726,7 +10818,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 35, "review_unit_count": 57, "status": "reviewed", @@ -10734,7 +10826,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:25251", "issue:27957", @@ -10742,27 +10834,30 @@ "issue:41950", "issue:42490", "issue:43335", + "issue:43352", + "issue:43388", "issue:43475", - "issue:43504", "issue:43525", "issue:43531", "issue:43550", "issue:43644", "issue:43673", + "issue:43688", "issue:43761", "issue:43827", "issue:43931", "issue:43994", "issue:44060", + "issue:44077", "issue:44190", "issue:44242", - "issue:44479", "issue:44534", "issue:44617", "issue:44734", "issue:44743", "issue:44792", "issue:44855", + "issue:44877", "issue:44913", "issue:44933", "issue:44964", @@ -10770,239 +10865,225 @@ "issue:45362", "issue:45381", "issue:45406", - "issue:45542", "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45632", - "issue:45698", "issue:46082", - "issue:46234", "issue:46369", "issue:46421", "issue:46617", + "issue:46640", "issue:46697" ], "soft_pairs": [ - "issue:45542|issue:46234", - "issue:43504|issue:45698", - "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:43352|issue:46640", "issue:44792|issue:45600", "issue:44792|issue:44977", + "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:43525|issue:43531", "issue:44190|issue:44964", - "issue:44734|issue:45406", "issue:44534|issue:44913", - "issue:46082|issue:46697", + "issue:44734|issue:45406", "issue:35141|issue:42490", + "issue:46082|issue:46697", "issue:44855|issue:45588", "issue:43931|issue:44060", - "issue:43761|issue:44242", "issue:45632|issue:46617", "issue:43827|issue:43994", "issue:44617|issue:45584", + "issue:43761|issue:44242", "issue:43673|issue:46421", "issue:45563|issue:45584", - "issue:45381|issue:46369", "issue:43644|issue:44913", - "issue:43335|issue:44855", - "issue:44479|issue:44734", - "issue:44933|issue:45362", "issue:25251|issue:27957", - "issue:43550|issue:44190" + "issue:44933|issue:45362", + "issue:45381|issue:46369", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877" ], - "prepared_review_unit_hash": "bc7697b5d53c2b89b03280207f66a2f535c78c351a1c9530b1b135ca5d58c3cb", + "prepared_review_unit_hash": "f961bed4c0d29c43d37d1666ef330be729e1bf38b44e79540f5a66ab15f21673", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35209, - "estimated_input_tokens": 8803, - "estimated_eval_tokens": 17862 + "serialized_chars": 35708, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most soft pairs only share broad themes like loading, caching, generation, or pipeline behavior, but they describe different bugs and code paths. No PRs are present.", + "summary": "This is a heterogeneous set of unrelated issues across pipelines, model configs, loading/cache behavior, and model-specific bugs. None of the soft pairs look like the same concrete underlying bug or change, so I would reject all duplicate links.", "confidence": 0.95, - "canonical_issue_reason": "No single issue truly represents this set because the items are not one duplicate cluster; if forced, #45698 is the broadest and most active loading-related issue, but it does not semantically cover the rest.", + "canonical_issue_reason": "No clear canonical issue: the set is not a cohesive duplicate cluster, and the soft pairs are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Not a strong global best for duplicate triage because the pairings are mostly unrelated; #45698 is only the most active generic loading bug, not a true cluster anchor.", + "best_issue_reason": "No issue is a strong global representative because the items span many unrelated problem areas.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "Different failures: TensorBoard/TF backend import path vs a missing import-utils availability helper." - }, - { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Both involve model loading, but one is a legacy BEiT preset field bug and the other is wrong custom-module resolution after save/load." + "reason": "Metric label dropping in the last batch is unrelated to auxiliary loss normalization." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Cache-related, but different bugs: missing GenerationMixin cache in chunked prefill vs recurrent states resetting with seq_len>1." + "reason": "A specific Nemotron Flash Attention 2 support error is not the same as a vague generic FA2 issue." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Unrelated: a Janus image-generation test failure vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "Janus test failure and removed Sam3LiteText config references are different bugs." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and paths: Janus image generation test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache behavior, but they affect different models/code paths and describe different failures." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor-selection bug vs a missing output attribute in Sam3 vision encoder output." + "reason": "Pipeline processor lookup and a missing vision-output attribute are different issues." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different config issues: missing pad_token_id on Llama4Config vs Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window bug." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading contexts: local dataset handling in a training script vs loading a multimodal model with latest transformers." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Both touch serve, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer." + "reason": "Local dataset loading in a training script is unrelated to multimodal model loading failures." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Distinct bugs: non-persistent buffers being junk-filled vs GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Non-persistent buffer junk and config reload losing rotary_pct are different config/state bugs." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Unrelated model/config validation vs image-processor padding behavior." + "reason": "KV-cache continuation indexing and missing _tokenizer on Gemma4Processor are unrelated serve crashes." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different areas: output embedding reinitialization after resize vs local-path trailing-slash import warning." + "reason": "Embedding reinitialization after resize is unrelated to the trailing-slash local model import warning." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Head_dim validation in LlamaConfig is unrelated to image over-padding in Swin2SR." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing failure vs a flash_attention crash on s_aux=None." + "reason": "Python 3.13 TorchScript parsing failure is unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen issues: VL weight-shape mismatch vs a tied-weights warning involving dt_bias." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "Both are v5/model behavior bugs, but one is CLIP hidden_states output and the other is MoE load-balancing loss gating." + "reason": "Shape-mismatch loading and incorrect tied-weights warnings are different model-loading issues." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Related cache/loading area, but not the same bug: cache-path collision for local leaf names vs FileNotFoundError when loading from cache." + "reason": "Both are trust_remote_code cache issues, but one is a leaf-directory collision and the other is a FileNotFoundError; not the same bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as siglip2 producing bad outputs with AutoModel/pipeline." + "reason": "Docs still referencing pipeline() after removals is not the same as a model producing bad results through pipeline()." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Completely different symptoms: Sam3Video CUDA OOM vs Whisper empty-transcription generation failure." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/chunked prefill, but one is a missing cache regression and the other is lazy cache init causing recompilation." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Different generation bugs: stale warning for num_return_sequences vs Whisper empty-transcription handling." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Different regressions: Qwen2.5-VL video position IDs vs Sam3-LiteText memory overflow." + "reason": "Missing hidden_states output and missing load-balancing loss are different model behavior bugs." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Different model-state issues: junk non-persistent buffers vs rotary_pct reverting after reload." + "reason": "Non-persistent buffer initialization junk is unrelated to rotary_pct not persisting on reload." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Unrelated: SwitchTransformers sparse-layer creation bug vs a DebertaV2 Python 3.13 indentation/parsing error." + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Both are regressions, but one is video-input handling and the other is serve KV-cache continuation indexing." + "reason": "A nonexistent image_utils import is unrelated to a Qwen3.5 chat crash." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Different failures: nonexistent image_utils import vs Qwen3.5 chat generation crash." + "reason": "Wrong video position ids in qwen2.5-vl and SAM3 LiteText memory overflow are different bugs." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Unrelated: pipeline top_k returning a nested list vs XLMRoberta Flash Attention 2 support." + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the Python 3.13 IndentationError." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different code paths: Bamba SDPA/torch.compile failure vs a local dataset-loading script bug." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to loading a local dataset in a training script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy and strict config loading for granite_speech are different config-validation issues." } ] }, @@ -11016,7 +11097,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 36, "review_unit_count": 57, "status": "reviewed", @@ -11024,32 +11105,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:39692", "issue:41720", "issue:42175", - "issue:42796", "issue:43065", "issue:43295", "issue:43335", "issue:43526", "issue:43540", + "issue:43643", "issue:43854", - "issue:44077", "issue:44112", "issue:44190", "issue:44246", "issue:44279", "issue:44462", "issue:44464", + "issue:44479", + "issue:44496", "issue:44521", "issue:44610", "issue:44617", "issue:44734", "issue:44737", "issue:44779", - "issue:44877", "issue:44898", "issue:44938", "issue:44964", @@ -11075,238 +11156,244 @@ "issue:46697" ], "soft_pairs": [ + "issue:44479|issue:44734", "issue:41720|issue:45245", - "issue:44077|issue:44877", - "issue:43065|issue:44610", "issue:43335|issue:44190", + "issue:43065|issue:44610", "issue:44464|issue:45563", - "issue:45381|issue:46655", "issue:45127|issue:45357", - "issue:44617|issue:46369", - "issue:44779|issue:46489", "issue:43526|issue:46697", "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:45381|issue:46655", "issue:44112|issue:45600", - "issue:44737|issue:45803", + "issue:44779|issue:46489", "issue:43295|issue:45276", - "issue:43540|issue:44734", - "issue:44521|issue:45381", + "issue:44737|issue:45803", "issue:44938|issue:45542", "issue:45276|issue:45584", + "issue:43540|issue:44734", "issue:44462|issue:45907", + "issue:44521|issue:45381", "issue:45632|issue:46234", "issue:44898|issue:46697", "issue:44246|issue:45003", - "issue:46082|issue:46121", "issue:43854|issue:44964", + "issue:46082|issue:46121", "issue:44964|issue:45600", - "issue:45245|issue:45584", - "issue:42796|issue:44521", "issue:42175|issue:44279", - "issue:44112|issue:44964" + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:45245|issue:45584" ], - "prepared_review_unit_hash": "d9a8730effbba1dc2688b4fd791c2ce8ab868d3b4d5107e3b718cfee1da7e574", + "prepared_review_unit_hash": "d8dfccc4dea7a9c6790e6f07c79a8ebf48843af9b91bbe42d4c46857c6d025b1", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35806, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose soft-similarity set of unrelated issues across different models, processors, configs, and tooling. I would not merge any of the soft edges as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the items span different subsystems and symptoms, so the cluster is too heterogeneous for duplicate consolidation.", - "canonical_pr_reason": null, - "best_issue_reason": "No best issue for duplicate triage; if forced to pick a representative, none of these is meaningfully representative of the others.", - "best_pr_reason": null, + "summary": "The cluster is heterogeneous: most items are unrelated model, tokenizer, processor, packaging, or CI bugs, and none of the soft pairs are true duplicates on the evidence shown.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical issue stands out because the cluster spans distinct bug classes; the closest shared theme is multimodal/video-processing regressions, but even there the concrete code paths differ.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "If one issue must anchor the cluster, issue 44479 is the strongest representative of the dominant multimodal/video-regression subtheme and has the broadest concrete impact description.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems: video-input regression in model prep vs KV-cache continuation tensor indexing in serve." + }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and a category-count limit error are unrelated failures." + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs category-count overflow." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Different problems: optional post_init on PatchTSMixer vs strict granite_speech config loading." + "reason": "Sparse-layer config bug and local dataset loading failure are not the same underlying issue." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model size mismatch are separate bugs." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and local dataset loading in a training script do not match." + "reason": "Different models and code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo input-size mismatch." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and a stale paged-generate warning are different issues." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Wrong vision_position_ids in Qwen2.5-VL video input vs SmolVLM video padding calculation." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "LoRA merge/tied-embedding collapse and incorrect visual-encoder keys in save_pretrained are distinct bugs." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Same family, but one is Sam3Video OOM and the other is Sam3-LiteText memory overflow; not the same bug." + "reason": "Both involve image processors, but one is label reduction and the other is padding; different bugs." }, { - "left": "issue:44779", - "right": "issue:46489", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Both involve DeepSeek tokenizers, but they target different models/versions and different incorrect-output causes." + "reason": "Documentation example errors are unrelated to a local dataset loading script bug." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are unrelated image-processing bugs." + "reason": "Both are Sam3-family memory issues, but the affected models and failure modes differ enough to avoid duplicate merge." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "SigLIP2 docs example errors and a local-dataset training script issue are unrelated." + "reason": "Both are video-related, but one is Qwen vision_position_ids and the other is SmolVLM padding calculation; not the same code path." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Stale GraniteSpeech device-override test vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "CI stale test failure and auto_mappings referencing removed configs are separate maintenance problems." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "XLNet device placement in torch.arange and a bare-except swallowing errors are different code paths." + "reason": "Related tokenizer family, but one is a broad DeepSeek v5 regression and the other is a DeepSeek-Coder v1 gap in a prior fix; not clearly the same bug." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor.tokenizer regression and Gemma4 embedding-resize propagation are separate API bugs." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are unrelated crashes." + "reason": "Processor/tokenizer regression and gemma4 embedding-resize propagation are different code paths." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Both are multimodal, but assistant-mask generation and video vision_position_ids are distinct functions/issues." + "reason": "XLNet CPU tensor creation and Fuyu's bare except swallowing errors are unrelated defects." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and a missing TensorFlow backend when only tensorboard is installed are different packaging/runtime problems." + "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are different dependency/loading issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 resize_token_embeddings propagation and Whisper empty-transcription handling are unrelated." + "reason": "Gemma4 embedding resize and Whisper empty-transcription handling do not share an underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and serve KV-cache indexing are distinct failure modes." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository-access bugs." + "reason": "Tokenizer.json lookup behavior and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Multimodal assistant mask generation and Qwen video position IDs are different multimodal bugs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code and a missing import_utils helper are unrelated." + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing availability helper." }, { "left": "issue:44898", "right": "issue:46697", "accept": false, - "reason": "Perceiver interpolate_pos_encoding failure and Swin2SR over-padding are separate image-processor issues." + "reason": "Perceiver non-default-resolution failure and Swin2SR over-padding are different image-processing issues." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import timing and unsafe sys.modules access are not the same problem." + "reason": "Import slowness and unsafe sys.modules access are distinct problems." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Llama head_dim validation and JSON-loaded rope-key list handling are unrelated config parsing bugs." + "reason": "Different model-loading failures for different models; no shared concrete bug." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both are model-loading reports, but they concern different models and likely different failure causes." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are unrelated." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal load failure and Sam3LiteText auto-mapping CI break are unrelated." + "reason": "Phi-4 multimodal loading and removed Sam3LiteText auto-mapping references are separate issues." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Category-count overflow and Whisper empty transcription have no shared code path." + "reason": "Packaging omission in the torch extra and a generic dependency issue are not the same bug." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different subsystems." + "reason": "trust_remote_code field loss and unrecognized-model config loading are different config-handling failures." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "TensorFlow missing from pip extras and a generic dependency issue are too vague and not the same concrete bug." + "reason": "GraniteSpeech CI test staleness and Phi-4 multimodal load failure are unrelated." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription handling have no shared code path." + }, + { + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "GraniteSpeech CI device override and Phi-4 model loading are unrelated." + "reason": "Gemma4 embedding-resize propagation and Whisper generation on empty transcription are unrelated." } ] }, @@ -11320,7 +11407,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 37, "review_unit_count": 57, "status": "reviewed", @@ -11328,7 +11415,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:27957", "issue:28282", @@ -11338,6 +11425,7 @@ "issue:38617", "issue:41628", "issue:41950", + "issue:42796", "issue:42907", "issue:43295", "issue:43381", @@ -11346,7 +11434,6 @@ "issue:43479", "issue:43526", "issue:43531", - "issue:43643", "issue:43650", "issue:43673", "issue:43824", @@ -11360,6 +11447,7 @@ "issue:44295", "issue:44336", "issue:44496", + "issue:44521", "issue:44683", "issue:44734", "issue:44792", @@ -11379,258 +11467,252 @@ "issue:46506" ], "soft_pairs": [ - "issue:43643|issue:44496", "issue:27957|issue:35141", "issue:43404|issue:45216", - "issue:44186|issue:44734", + "issue:42796|issue:44521", "issue:36246|issue:41628", + "issue:44186|issue:44734", "issue:43650|issue:44220", "issue:36246|issue:38617", - "issue:44295|issue:46506", "issue:32090|issue:35141", "issue:43479|issue:45375", - "issue:41950|issue:44016", "issue:28282|issue:35141", - "issue:43673|issue:46424", + "issue:41950|issue:44016", + "issue:44295|issue:46506", "issue:43531|issue:45600", + "issue:43673|issue:46424", "issue:44016|issue:44220", - "issue:45083|issue:46506", - "issue:43295|issue:45335", "issue:43976|issue:44987", + "issue:43295|issue:45335", "issue:44683|issue:45446", + "issue:45083|issue:46506", "issue:43526|issue:43901", "issue:44496|issue:45042", "issue:42907|issue:43441", - "issue:43673|issue:44336", "issue:43381|issue:45593", "issue:43901|issue:44496", "issue:43976|issue:44279", + "issue:43673|issue:44336", "issue:43441|issue:45588", - "issue:44016|issue:44062", "issue:44496|issue:45759", - "issue:44792|issue:46424", - "issue:43824|issue:44933" + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44792|issue:46424" ], - "prepared_review_unit_hash": "287b6e4c060a4d22c933096cccfbea291f581553da60b151489fa9f031af44ad", + "prepared_review_unit_hash": "00ee986771ba274850ab1d1bf4931390b9cda7ff83a3342fdd16c537726bb7d4", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36484, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers issues that only overlap at a high level (imports, configs, cache, attention, or model-loading). None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44496 is the broadest, most reusable representative of the cluster\u2019s config/load-path failures and has a clear, user-facing reproduction.", + "summary": "This cluster is a loose mix of Transformers issues that only share superficial similarity (imports, multimodal configs, cache behavior, tokenizer/model-loading regressions). None of the soft pairs look like the same underlying bug/change, so no merges are justified.", + "confidence": 0.97, + "canonical_issue_reason": "issue:35141 is the most concrete, code-path-specific bug in the set: `resize_token_embeddings` reinitializes the output embedding in `post_init` when `tie_word_embedding=False`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44496 is the clearest general loading/configuration failure with broad impact, making it the best anchor issue in this loose cluster.", + "best_issue_reason": "issue:35141 is the best anchor because it is a narrowly defined, reproducible regression with a clear fix location, unlike many of the other broad import/config/runtime reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "Both are loading/configuration failures, but one is about missing fields with `trust_remote_code=True` and the other is an unrecognized model/config `model_type`; different bugs." - }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "FlashAttention/model-support behavior and embedding reinitialization after resize are unrelated code paths." + "reason": "Different failures: FlashAttention 2 support for XLMRoberta vs embedding reinitialization after resize; no shared code-path bug." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both touch weight tying, but they affect different model families and different failure modes." + "reason": "Different model families and bugs: Mistral3 weight tying vs Qwen3.5 save_pretrained regression." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer padding/NER crashes are unrelated to the serve KV-cache tensor-indexing bug." + "reason": "Both multimodal-adjacent, but one is tokenizer BPE marker handling and the other is assistant mask generation for apply_chat_template." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Different missing exports: `Qwen2_5_VLImageProcessor` versus `AutoImageProcessor`." + "reason": "Separate import errors for different symbols; same symptom class, not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: LayoutLMv2 tokenizer NER/padding crash vs serve KV-cache continuation indexing bug." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "`ADD THE DATA` is not the same bug as `_torch_extract_fbank_features()` misbehavior." + "reason": "No real overlap; one is a noisy placeholder issue, the other is a feature-extraction helper error." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they are for different symbols in different modules." - }, - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "A buffer read/access issue is not the same as CPU/CUDA output divergence." + "reason": "Both are import errors, but they concern unrelated missing exports in different modules." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Distributed broadcast `NoneType` handling and embedding reinitialization are unrelated." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init behavior." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default config initialization with `None` is not the same as a field being dropped by `@strict`." + "reason": "Both involve configs, but one is default vision/audio init from None and the other is a missing deepstack_visual_indexes field." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Pipeline processor lookup is unrelated to a notebook syntax error." + "reason": "Environment/import dependency problem vs model weight reinitialization bug; not the same issue." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Missing PyTorch dependency detection and token-embedding resize behavior are different bugs." + "reason": "Video-classification pipeline lookup bug vs notebook syntax error; unrelated." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Both mention cache, but one is missing cache support in chunked prefill and the other is `max_cache_length` only applying to Quantized Cache." + "reason": "Different problem areas: registered position_ids buffer access vs CPU/CUDA output differences in PPDocLayoutV3." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to stale `auto_mappings.py` references." + "reason": "Qwen3-MoE sliding_window behavior and broken auto_mappings references are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is max_cache_length semantics for quantized cache." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error is not the same as a feature-extraction helper issue." + "reason": "Notebook syntax error and `_torch_extract_fbank_features` are unrelated failures." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Helper output-length semantics and CPU/CUDA result differences are not the same concrete defect." + "reason": "Python version incompatibility regression vs loading a specific model repo; no shared underlying bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and `decoder.embed_tokens` not updating after resize are different paths." + "reason": "Different regressions around multimodal processor/tokenizer behavior vs t5gemma decoder embedding resize propagation." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a specific model-loading failure are unrelated." + "reason": "Torch 2.9 flex_attention compilation failure and an AuxRequest import version check are separate issues." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "A compiled `flex_attention` failure on newer torch and an incorrect version guard for `AuxRequest` are different bugs." + "reason": "Unrelated helper-function behavior in qwen3_omni_moe vs CPU/CUDA discrepancy in PPDocLayoutV3." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image-label reduction behavior and documentation wording about `return_all_scores` do not describe the same issue." + "reason": "BEiT image processor label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Generic model/config loading failure and an unnecessary torchvision dependency in PIL image processors are different bugs." + "reason": "Missing model_type import/load failure vs PIL image processors requiring torchvision; different root causes." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failures in Ministral-3 are related only at the model family level, not the same bug." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache behavior and ANSI escape handling in loading_report are unrelated." + "reason": "Same model family, but saving dequantized Ministrals/Devstrals and FlashAttention failure are different code paths and fixes." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses for D-FINE are different behaviors." + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs/runtime mismatch about `return_all_scores` is not the same as a config/model-type import error." + "reason": "Docs mismatch vs unrecognized model/config loading failure; no common bug." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python 3.9+ compatibility and a vague dependency issue are not the same underlying bug." + "reason": "Python support regression vs generic dependency issue; unrelated." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both involve flash attention, but one is a model-level RC failure and the other is a specific `s_aux=None` AttributeError; too different to merge." + "reason": "Cache behavior bug and ANSI codes in loading_report are entirely separate." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Notebook syntax error and `AddedToken(..., special=...)` argument collision are unrelated." + "reason": "Both touch FlashAttention, but they are different failures: Ministral flash-attn crash vs s_aux=None AttributeError in integrations/flash_attention.py." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized `model_type` and failure to unwrap `text_config` in composite multimodal configs are different loading bugs." + "reason": "Model-type/config loading error vs unwrapping text_config for composite multimodal configs; related only at a very broad level." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "A janus image-generation test failure is not the same as cache-length handling for quantized cache." + "reason": "Notebook syntax error and AddedToken special-argument conflict are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing export of `Qwen2_5_VLForConditionalGeneration` and non-existent import from `image_utils` are different import errors." + "reason": "Different missing imports from different modules/classes; same symptom class only." }, { - "left": "issue:45042", - "right": "issue:46506", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Processor torchvision dependency regression and CPU/CUDA discrepancy are unrelated." + "reason": "Failed janus image-generation test and cache max length semantics are unrelated." } ] }, @@ -11644,7 +11726,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 38, "review_unit_count": 57, "status": "reviewed", @@ -11652,7 +11734,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:39692", "issue:41950", @@ -11703,10 +11785,10 @@ "issue:46693" ], "soft_pairs": [ - "issue:46123|issue:46369", "issue:43299|issue:45216", - "issue:44521|issue:46693", "issue:44279|issue:46515", + "issue:46123|issue:46369", + "issue:44521|issue:46693", "issue:45335|issue:45584", "issue:46082|issue:46399", "issue:44279|issue:45405", @@ -11715,10 +11797,10 @@ "issue:39692|issue:43901", "issue:43295|issue:44779", "issue:43976|issue:45405", - "issue:42796|issue:43650", "issue:44351|issue:45278", "issue:46082|issue:46512", "issue:43299|issue:45357", + "issue:42796|issue:43650", "issue:44779|issue:45812", "issue:44242|issue:45200", "issue:41950|issue:45020", @@ -11726,26 +11808,26 @@ "issue:43479|issue:43525", "issue:44466|issue:45276", "issue:41950|issue:45823", - "issue:43650|issue:46209", "issue:43653|issue:45593", "issue:44683|issue:45542", - "issue:44462|issue:45081", - "issue:44016|issue:44291" + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081" ], - "prepared_review_unit_hash": "ef27cdcc7f63d5ea04ece6c6d7c701a9561e33c8142bebe9e1b83d0aca99e5e2", + "prepared_review_unit_hash": "c6c3e15e7f5dea2185a32ad83477ffb02efe0d08f027060ad6777c050ad8b9d4", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35631, + "serialized_chars": 35630, "estimated_input_tokens": 8908, "estimated_eval_tokens": 18072 }, @@ -11754,180 +11836,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items cover unrelated regressions in tokenizers, multimodal configs, pipelines, docs, runtime/version compatibility, and model-specific save/load paths. None of the soft pairs look like the same concrete bug or change, so I would not collapse any of them together.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the cluster spans many unrelated reports, and the soft pairs are not true same-bug duplicates.", + "summary": "The cluster is heterogeneous: the soft pairs share surface similarity but not the same concrete bug/change, so all soft edges should be rejected as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set (post-upgrade import breakages) and is the closest thing to a representative issue, though the cluster itself is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue stands out as the global representative; the reports are too diverse in model, subsystem, and failure mode.", + "best_issue_reason": "issue:45278 is the most representative only in a very loose sense because it is the broadest regression report; it is not a true duplicate anchor for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Different bugs: partial-batch result dropping in MaskGenerationPipeline vs memory overflow in sam3-litetext." + "reason": "Different symptoms and code paths: model loading regression vs save_pretrained serialization bug." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Both are Qwen-related regressions, but one is model loading for Qwen3VL MoE and the other is save_pretrained checkpoint serialization for Qwen3.5." + "reason": "Generic dependency problem vs torch-version incompatibility; too broad to be the same bug." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Unrelated: multimodal assistant_masks are all zero vs a long-context FA2 performance regression." + "reason": "Different failures: partial-batch pipeline bookkeeping vs memory overflow in a model call." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "Different compatibility problems: a transformers dependency issue vs torch 2.4.1 incompatibility." + "reason": "Assistant mask generation bug vs FA2 long-context performance regression are unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different code paths: resize_token_embeddings not updating t5gemma embeddings vs Whisper failing on empty transcription after align_special_tokens." + "reason": "Different models and behaviors: resize_token_embeddings wiring vs Whisper empty-transcription generation." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Separate issues: LlamaConfig head_dim validation vs Qwen3.5 use_kernels rotary registration crash." + "reason": "Config validation error vs Qwen3.5 kernel registration crash; not the same underlying bug." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency/version complaints, but not the same bug: generic transformers dependency issue vs an unsupported MIN_PEFT_VERSION bump." + "reason": "Dependency/version bump issue vs PEFT minimum-version packaging issue; not duplicates." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different failures: BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression." + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unrelated: SGD optimizer args ignored vs a Qwen3.5 LoRA warning about tie_word_embeddings." + "reason": "Optimizer argument handling vs a model config warning; unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but one is a SigLIP2 example error and the other is stale TextClassificationPipeline docs about return_all_scores." + "reason": "Both mention docs, but they are different doc bugs on different APIs and failure modes." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer/processor problems: processor.tokenizer regression vs Deepseek tokenizer output corruption." + "reason": "Processor/tokenizer API regression vs Deepseek tokenization correctness bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Different topics: Python 3.9+ support regression vs a PEFT minimum-version pin issue." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "No relation: tokenizer BPE marker handling vs an empty/nonspecific issue titled 'ADD THE DATA'." + "reason": "Python-version compatibility problem vs unreleased dependency version bump." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Import failures, but not the same concrete problem: missing HybridCache export vs broad import errors after upgrade." + "reason": "Shared import-failure theme is too broad; no evidence they share the same concrete missing symbol or code path." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Different behavior: config validation for head_dim vs from_config leaving model.config.dtype stale." + "reason": "Config head_dim validation vs stale model.config.dtype after from_config; different defects." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Separate Qwen regressions: loading Qwen3VL MoE vs saving incorrect visual encoder keys for Qwen3.5." + "reason": "Loading failure vs save_pretrained visual-key serialization regression." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs unrelated low-signal data request." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both tokenizer regressions, but for different model families and different symptoms: Deepseek tokenization vs Granite token IDs." + "reason": "Tokenizer regression for Deepseek vs Granite token-ID regression; different models and failure modes." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different architecture bugs: missing load-balancing loss vs Gemma 4 mm_token_type_ids defaulting." + "reason": "MoE load-balancing loss omission vs multimodal token-type defaults; unrelated." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Unrelated: video-classification pipeline using image processors vs remote_code models breaking in recent versions." + "reason": "Pipeline processor selection bug vs remote_code compatibility break; not the same bug." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and failure modes: Qwen3VL loading regression vs GLM-4.7-Flash failing in unit tests." + "reason": "Different model-specific loading failures with no shared concrete code path." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config bugs: Phi4MultimodalConfig default handling vs Llama4Config missing pad_token_id." + "reason": "Different config initialization problems in different model families." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Different serialization vs embedding-resize issues: lm_head.weight tied-weight inconsistency vs Gemma4 resize_token_embeddings not propagating." + "reason": "Serialization of tied weights vs token-embedding resize propagation; related theme but not the same bug." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different subsystems: pipeline processor lookup vs Gemma4 PLE device mismatch during forward." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "No overlap: a vague 'ADD THE DATA' issue vs FP8 inference failure on B200." + "reason": "Video pipeline processor bug vs Gemma4 device placement issue; unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Different model bugs: BigBirdTokenizer special-token registration vs D-FINE auxiliary losses with denoising off." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss omission." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Unrelated runtime issues: compiled flex_attention on torch>=2.9 vs tensorboard-only install causing TF backend errors." + "reason": "torch 2.9 flex_attention failure vs TensorBoard/TensorFlow backend packaging issue." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is Mistral regex patching crashing on backend_tokenizer access." + "reason": "Unclear/empty request issue vs FP8 inference failure on B200; no duplicate signal." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Completely different: a notebook syntax error vs init_empty_weights passing an unexpected _is_hf_initialized argument." + "reason": "Notebook syntax error vs init_empty_weights constructor argument mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; different code paths." } ] }, @@ -11941,7 +12023,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 39, "review_unit_count": 57, "status": "reviewed", @@ -11949,7 +12031,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:33290", "issue:41628", @@ -11962,6 +12044,7 @@ "issue:43673", "issue:43723", "issue:43761", + "issue:43784", "issue:43824", "issue:43881", "issue:43901", @@ -11973,7 +12056,6 @@ "issue:44246", "issue:44261", "issue:44263", - "issue:44297", "issue:44336", "issue:44361", "issue:44373", @@ -12004,228 +12086,228 @@ "issue:43441|issue:45834", "issue:45103|issue:45372", "issue:44361|issue:45593", - "issue:33290|issue:45656", - "issue:45081|issue:45907", - "issue:44261|issue:44263", "issue:42994|issue:43317", + "issue:45081|issue:45907", + "issue:33290|issue:45656", "issue:45600|issue:45712", + "issue:44261|issue:44263", "issue:44623|issue:44749", - "issue:44623|issue:45397", "issue:42175|issue:43976", "issue:44671|issue:44779", "issue:43901|issue:43994", + "issue:44623|issue:45397", "issue:43441|issue:44683", - "issue:43673|issue:43761", - "issue:43723|issue:44162", "issue:43901|issue:44246", + "issue:43673|issue:43761", "issue:46291|issue:46399", "issue:45542|issue:45800", - "issue:43525|issue:43881", + "issue:43723|issue:44162", "issue:43824|issue:43976", + "issue:43525|issue:43881", "issue:44016|issue:45823", - "issue:44188|issue:44336", "issue:43525|issue:43643", - "issue:44336|issue:44373", + "issue:44188|issue:44336", "issue:44589|issue:45362", + "issue:44336|issue:44373", "issue:41628|issue:43976", - "issue:44297|issue:45397" + "issue:43784|issue:45542" ], - "prepared_review_unit_hash": "9f41bc2fd015c20deb9f90ecf2d62050f8aedd9a574ef01b434849302d46bf8d", + "prepared_review_unit_hash": "a040a7ad5b91ff9ed563804ef7a3583d6879f8fe947bc05f8d1de5c86006c844", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35990, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with a loose Transformers v5/regression theme; none of the soft pairs look like the same underlying bug or change. I\u2019d use the broad tokenizer-loading regression as the closest canonical issue.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43723 is the broadest, most umbrella-like report here: a v5 tokenizer-loading failure via AutoTokenizer.from_pretrained that best represents the shared loading/regression theme.", + "summary": "This cluster is heterogeneous: it mixes unrelated issues across tokenizers, configs, attention kernels, loading, docs, and packaging. The soft pairs are mostly topical similarities, not the same underlying bug/change, so none should be merged.", + "confidence": 0.18, + "canonical_issue_reason": "No single canonical issue stands out: the items do not share one concrete failure mode or fix scope, and the apparent overlaps are only broad subsystem similarities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest standalone representative because it is generic, user-facing, and closest to the cluster\u2019s recurring v5 loading/import regressions.", + "best_issue_reason": "No global best issue for duplication triage: even the closest-looking pairs point to different code paths, so no issue cleanly represents the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and failure paths; not the same bug." + "reason": "Different failures: FlashAttention regression for Ministral vs long-input OCR index error in Kosmos2.5." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Docstring helper crash vs missing import in Gemma processor loading." + "reason": "Unrelated bugs: auto_docstring crash with future annotations vs Gemma processor loading broken by missing ReasoningEffort import." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError vs missing auxiliary losses; unrelated." + "reason": "Different code paths and symptoms: MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss handling." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Both mention deepspeed, but optimizer OOM and double-step are distinct bugs." + "reason": "Both involve quantization/loading, but one is save_pretrained failure and the other is device_map offload load failure; not the same bug." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; unrelated." - }, - { - "left": "issue:44261", - "right": "issue:44263", - "accept": false, - "reason": "Different model internals and different symptoms." + "reason": "Tokenizer regex patch crash is unrelated to list_repo_files missing revision forwarding." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Saving quantized models vs loading dequantized models are different code paths." + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor is not the same as optimizer.step being called twice." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Different CI/repo hygiene problems, not one underlying defect." + "reason": "Both touch autogenerated/dummy mappings, but one is stale config refs and the other is leftover dummy classes leaking into dir(transformers)." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Processor saving files issue vs performance regression; unrelated." + "reason": "Completely different bugs: MLA layernorm precision/config issue vs torch.split return-value handling in GlmMoeDsaIndexer." }, { "left": "issue:44623", - "right": "issue:45397", + "right": "issue:44749", "accept": false, - "reason": "Processor save bug vs gemma-4 Zero3 load bug; different failures." + "reason": "Processor save_pretrained file loss is unrelated to Chinese performance regression after upgrade." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend dependency packaging vs Python version incompatibility; unrelated." + "reason": "Packaging/backend dependency issue vs Python version incompatibility; not the same underlying problem." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different models and different incorrect outputs." + "reason": "Both are v5 regressions, but CamemBERT masked LM predictions and DeepSeek tokenizer output are distinct failures." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch vs model/pipeline inference error; unrelated." + "reason": "Docs mismatch about return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Both attention-related, but different kernels and distinct failures." + "reason": "Different loading/saving failures: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Cache regression vs CLIP hidden_states bug; different code paths." + "reason": "Both involve attention kernels, but one is FlashAttention on Ministral and the other is compiled flex_attention on newer torch; different bugs." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Tokenizer loading issue vs ESM2 model breakage; not the same bug." + "reason": "Documentation behavior mismatch vs intermittent import slowness; no shared bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Documentation issue vs slow import issue; unrelated." + "reason": "Chunked_prefill cache regression and CLIPVisionModel hidden_states regression are separate model/runtime issues." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both kernels-related, but import requirement failure and missing decorator are separate issues." + "reason": "Both mention kernels, but one is pipeline import/revision requirements and the other is a missing decorator in rotary-pos-emb registration." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend packaging vs torch/transformers incompatibility; unrelated." + "reason": "TensorFlow backend packaging error is unrelated to torch/transformers version incompatibility." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Different model loading problems with different root causes." + "reason": "Tokenizer loading issue in v5 and ESM2 being broken are unrelated model-specific failures." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing export/import error vs Python version support issue; unrelated." + "reason": "ImportError for Qwen2.5-VL class is unrelated to Python version support in Transformers 5.1.0." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Notebook syntax error vs device mismatch in Gemma4; unrelated." + "reason": "Different model load failures: missing pad_token_id on Llama4Config vs glm-4v-9b loading failure." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Attention divergence bug vs ANSI logging output; unrelated." + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing config field in one model vs remote-code field loss in another path." + "reason": "Both mention missing fields/config behavior, but one is Llama4Config pad_token_id and the other is trust_remote_code omitting fields; not the same bug." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Logging ANSI codes vs docstring text; unrelated." + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI escape codes in loading_report." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Storage type import failure vs chat runtime crash; different bugs." + "reason": "Float8 storage type error is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output bug is unrelated to a wrong docstring for position_ids." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Import error for AutoImageProcessor vs Python version incompatibility; unrelated." + "reason": "AutoImageProcessor import error is unrelated to Python version incompatibility." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer save metadata mismatch vs gemma-4 Zero3 loading failure; different issues." + "reason": "sentence-transformers import NameError is unrelated to the TensorFlow backend packaging issue." } ] }, @@ -12239,7 +12321,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 40, "review_unit_count": 57, "status": "reviewed", @@ -12247,7 +12329,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:36246", "issue:41950", @@ -12255,19 +12337,20 @@ "issue:42757", "issue:42886", "issue:43257", + "issue:43262", "issue:43299", - "issue:43475", "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43673", - "issue:43784", "issue:43901", + "issue:44162", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44479", @@ -12281,16 +12364,15 @@ "issue:45003", "issue:45103", "issue:45137", + "issue:45200", "issue:45292", "issue:45362", "issue:45397", - "issue:45542", "issue:45561", "issue:45563", "issue:45593", "issue:45859", "issue:46132", - "issue:46369", "issue:46399", "issue:46424", "issue:46506", @@ -12299,251 +12381,252 @@ "issue:46665" ], "soft_pairs": [ - "issue:43784|issue:45542", "issue:44246|issue:44496", + "issue:44297|issue:45397", "issue:45561|issue:45563", "issue:46614|issue:46665", "issue:45103|issue:46399", "issue:44242|issue:45593", - "issue:42491|issue:43299", "issue:43526|issue:45003", + "issue:42491|issue:43299", "issue:43531|issue:45362", + "issue:44246|issue:44871", "issue:44295|issue:45397", "issue:44336|issue:44485", - "issue:44246|issue:44871", - "issue:42886|issue:46132", "issue:44336|issue:46424", "issue:43550|issue:46506", + "issue:42886|issue:46132", "issue:36246|issue:42757", - "issue:41950|issue:44220", "issue:36246|issue:44351", + "issue:41950|issue:44220", "issue:44779|issue:45292", "issue:45859|issue:46399", + "issue:43901|issue:45003", "issue:45003|issue:45561", + "issue:43257|issue:45137", "issue:44734|issue:46424", - "issue:43901|issue:45003", "issue:43540|issue:46655", - "issue:43257|issue:45137", + "issue:44496|issue:45003", "issue:43673|issue:44561", "issue:44479|issue:46655", - "issue:44496|issue:45003", - "issue:43475|issue:46369", - "issue:44242|issue:44857" + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:43262|issue:44246" ], - "prepared_review_unit_hash": "45488d8feb6367647cba632443c8782e1bfb36c16561b9b4482634cf0184dd2d", + "prepared_review_unit_hash": "99bbf1a06c77f7bd6df235d3dae5f691f865f87d130b32bc100ac1375ce28c72", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36589, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "soft_pair_count": 31, + "serialized_chars": 36913, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct bug reports across unrelated subsystems, and none of the soft pairs look like the same underlying issue. The broadest video-regression report is the best representative, but not a duplicate match for the others.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44479 is the broadest, most umbrella-like report in the set: it covers a v5.3.0 video-input regression across multiple Qwen VL/VL-MoE variants, making it the strongest canonical issue candidate among these unrelated reports.", + "summary": "This set is a heterogeneous mix of unrelated issue reports. The soft similarity pairs are mostly keyword-level matches across different models, subsystems, and failure modes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges; the items are mostly unrelated and the soft edges are false positives.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most general and centrally phrased issue here, with the widest model coverage and clearest regression framing; it best represents the only loosely related theme in the set.", + "best_issue_reason": "If forced to pick a representative issue, issue:45003 is the broadest infrastructure-level report, but it still should not absorb the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Different import failures in different packages; no shared code path or concrete bug." + "reason": "Import performance vs unrecognized-model config error; unrelated bugs." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "One is an import-performance complaint, the other is model/config loading; unrelated." + "reason": "Tokenizer save metadata mismatch vs Gemma-4 zero3 loading failure; different issues." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Different bugs: xdist race on captured_info.txt vs a stale warning in paged generation." + "reason": "xdist captured-info race vs stale warning in paged generate; unrelated." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Different tokenizer/cache behavior versus from_pretrained behavior in Python classes; not the same defect." + "reason": "Stale phonemizer backend state vs from_pretrained-in-class behavior; different code paths." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Unrelated areas: auto-docstring annotation handling vs Qwen3.5 kernel registration crash." + "reason": "Auto-docstring annotations crash vs Qwen3.5 kernel registration error; unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention missing auxiliary losses, but they affect different models and mechanisms; too broad to be the same bug." + "reason": "MoE load-balancing loss bug vs D-FINE auxiliary-loss behavior; different models and logic." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both involve Qwen3 MoE loading/version compatibility, but the concrete failures and code paths differ." + "reason": "BEiT image processor label reduction bug vs unsafe sys.modules access; unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "BeitImageProcessorFast label reduction vs sys.modules access in modeling_utils are unrelated." + "reason": "Both are Qwen3-MoE loading regressions, but one is LoRA/accelerate-deepspeed conversion and the other is Qwen3VL loading in v5; not the same bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Same model family only at a high level; sliding-window behavior and chat crash are different issues." + "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 chat crash; different failures." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown vs Gemma eos-token config inconsistency; unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Different subsystems and symptoms: position_ids buffer access vs Gemma-4 ZeRO-3 from_pretrained." + "reason": "position_ids buffer access error vs Gemma-4 zero3 from_pretrained failure; different bugs." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI output is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowness and Gemma eos_token_id mismatch are unrelated." - }, - { - "left": "issue:42886", - "right": "issue:46132", - "accept": false, - "reason": "Offline tokenizer cache loading vs AttentionInterface.register behavior change are unrelated." + "reason": "ANSI codes in loading_report vs GLM-5 RoPE implementation discussion; unrelated." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI handling in loading_report has nothing to do with cache max length behavior." + "reason": "ANSI escape rendering bug vs cache max length semantics; unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Different model/runtime failures: torch.compile+SDPA vs CPU/CUDA numerical divergence." + "reason": "Bamba torch.compile/SDPA crash vs PPDocLayoutV3 CPU/CUDA discrepancy; unrelated." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Both are import errors, but for unrelated symbols in different libraries." + "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; different subsystems." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Video-classification processor lookup and fbank feature extraction are different bugs." + "reason": "Both are import errors, but for different symbols/modules and root causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from transformers; no evidence of the same symbol or code path." + "reason": "Qwen2_5_VLImageProcessor missing import vs HybridCache missing import; not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs fbank feature extraction issue; unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression and embedding-resize behavior are different defects." + "reason": "DeepSeek tokenizer regression vs resize_token_embeddings not updating output embeddings; different bugs." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5 rotary-related, but one is CPU offload incompatibility and the other is a kernel registration/decorator crash; not mergeable as one fix." + "reason": "CPU-offload incompatibility in Qwen3.5 MoE rotary embedding vs missing decorator on apply_rotary_pos_emb registration; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access; unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Sys.modules access and a pytest-xdist file race are unrelated." + "reason": "Unsafe sys.modules access vs pytest-xdist file race; unrelated." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "KV-cache continuation indexing and cache max-length configuration are distinct cache bugs." + "reason": "Qwen3 MoE weights conversion under accelerate+deepspeed vs ZeRO3 deque pop error; different problems." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "Docs/behavior mismatch in TextClassificationPipeline is unrelated to sys.modules access." + "reason": "KV-cache continuation tensor indexing crash vs cache max_length behavior; unrelated." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-input failures, but they affect different models and likely different processors; too broad to treat as one bug." + "reason": "Both concern video inputs, but they are different model-specific processor bugs." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "DeepSpeed-related issues, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error." + "reason": "Unrecognized model config vs unsafe sys.modules access; unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache/chunked_prefill issue and trust_remote_code FX helper removal are unrelated." + "reason": "Chunked-prefill cache bug vs removal of is_torch_fx_available breaking trust_remote_code; unrelated." }, { "left": "issue:44479", - "right": "issue:46655", - "accept": false, - "reason": "Both are video regressions, but 44479 is a broad Qwen VL-family regression while 46655 is a SmolVLM padding bug; different concrete fixes." - }, - { - "left": "issue:43475", - "right": "issue:46369", + "right": "issue:46655", "accept": false, - "reason": "SAM3 attribute error and SAM3 memory overflow are different failure modes." + "reason": "Qwen video regression across several models vs SmolVLM video padding bug; distinct causes." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Unrecognized model/config parsing and sys.modules access are unrelated." + "reason": "Router-logits/load-balancing loss bug vs LwDetrImageLoss AMP/CUDA crash; unrelated." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Cache continuation crash and quantized-cache max length handling are not the same bug." + "reason": "ESM2 breakage vs Gemma-4 token-type defaulting; unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Load-balancing loss omission and AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Audio chat-template sampling-rate bug vs import slowdown; unrelated." } ] }, @@ -12557,7 +12640,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 41, "review_unit_count": 57, "status": "reviewed", @@ -12565,24 +12648,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:36246", "issue:42886", "issue:43065", - "issue:43262", "issue:43352", "issue:43408", "issue:43475", "issue:43540", "issue:43596", "issue:43653", + "issue:43723", "issue:43931", "issue:44038", "issue:44060", "issue:44077", "issue:44162", - "issue:44246", "issue:44295", "issue:44368", "issue:44466", @@ -12612,235 +12694,237 @@ "issue:45759", "issue:46123", "issue:46170", + "issue:46369", "issue:46399", - "issue:46506" + "issue:46506", + "issue:46710" ], "soft_pairs": [ - "issue:44162|issue:45200", - "issue:44295|issue:44749", + "issue:43475|issue:46369", "issue:45375|issue:45759", - "issue:43262|issue:44246", "issue:45292|issue:45584", - "issue:45292|issue:45701", - "issue:44561|issue:46399", + "issue:44295|issue:44749", "issue:45137|issue:45600", + "issue:45292|issue:45701", "issue:44877|issue:45375", "issue:36246|issue:43596", - "issue:44038|issue:46506", + "issue:44561|issue:46399", "issue:44466|issue:45335", "issue:44987|issue:45459", - "issue:43352|issue:45250", - "issue:45412|issue:46123", + "issue:44038|issue:46506", "issue:44479|issue:46170", + "issue:43352|issue:45250", "issue:44060|issue:44077", + "issue:45412|issue:46123", + "issue:44368|issue:44977", "issue:44995|issue:45200", "issue:43653|issue:44162", - "issue:44368|issue:44977", + "issue:44877|issue:46170", "issue:43475|issue:43540", "issue:42886|issue:45229", - "issue:45397|issue:45656", - "issue:44877|issue:46170", "issue:44995|issue:45588", - "issue:43065|issue:43408", "issue:44368|issue:45563", - "issue:43931|issue:44368" + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:45397|issue:45656", + "issue:43723|issue:46710" ], - "prepared_review_unit_hash": "c96112fd6aa3e4edf6e4dc35f3f350ee601513ddbe0b8de3e10e8f038e0d9211", + "prepared_review_unit_hash": "35298c277bfcaf7b51fb5e0f3efe06625242eb3b8009b4db248b380d3df7369c", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35602, - "estimated_input_tokens": 8901, - "estimated_eval_tokens": 18058 + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bugs across unrelated models/subsystems; none of the soft pairs look like the same underlying issue, so all soft edges are rejected. The Gemma4 multi-GPU CUDA OOM report is the strongest anchor because it has the highest discussion activity and clear user impact.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45229 has the highest discussion activity and inbound reference count in the set, with a concrete, reproducible failure and broad user impact.", + "summary": "This cluster is mostly a set of weak soft-similarity matches across unrelated bugs, models, and subsystems. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated problems in SAM3, Qwen, tokenizers, DeepSpeed, config loading, and attention kernels, and none of the soft pairs look like the same concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45229 is the best overall representative of the cluster because it is the most active, clearly described, and high-impact issue among otherwise unrelated reports.", + "best_issue_reason": "No issue is a safe global representative because the candidate pairs are not true duplicates; at best they are broad topical neighbors.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaulting are different models and different failure modes." - }, - { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "One is a buffer/position_ids error; the other is a tokenization slowdown regression after version upgrade." + "reason": "Both are SAM3-related, but one is a missing attribute in SAM3 video encoder output and the other is a memory overflow in sam3-litetext; different failure modes and code paths." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing Qwen3.5MoeVisionConfig field vs AutoModelForCausalLM text_config unwrapping are separate config-path bugs." - }, - { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio chat-template sampling-rate handling is unrelated to intermittent import latency." + "reason": "Both involve config handling for multimodal Qwen models, but one is about a dropped field under @strict and the other is AutoModelForCausalLM.from_config not unwrapping text_config; not the same bug." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings mismatch is not the same as Whisper empty-transcription failure after align_special_tokens." + "reason": "Resize-token-embeddings propagation is unrelated to Whisper empty transcription after align_special_tokens; different subsystems and symptoms." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Embedding resize behavior and tokenization changes are different bugs." + "reason": "Registering position_ids as a buffer is unrelated to a transformers version slowdown during data filtering; no shared bug." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Removed helper breaking trust_remote_code is unrelated to Qwen3.5 kernel registration/decorator failure." + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed configs are unrelated." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "DeepSpeed ZeRO3 deque crash and stale auto_mappings config references do not share a concrete code path." + "reason": "Embedding resize propagation and version-dependent tokenization changes are different issues." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Granite speech strict-config loading and Qwen3.5MoeVisionConfig field loss are distinct config issues." + "reason": "Both mention strict config, but one blocks granite_speech config loading while the other drops a specific Qwen visual index field; not the same defect." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import is unrelated to the ZeRO3/BertModel index error." + "reason": "Importing Qwen2.5-VL image processor and a DeepSpeed/BertModel zero-sized tensor index error are unrelated." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-VL-Moe loading issues and PPDocLayoutV3 CPU/CUDA divergence are different subsystems and symptoms." + "reason": "Removal of is_torch_fx_available affecting trust_remote_code models is unrelated to Qwen3.5 rotary-pos-emb registration failure." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Tied-weight serialization inconsistency is not the same bug as resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both involve tied/resized embeddings, but one is inconsistent serialization across devices and the other is resize_token_embeddings not reaching decoder.embed_tokens in t5gemma; different root causes." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure with transformers>=5.1.0 is separate from tokenizer error masking when protobuf is absent." + "reason": "Loading a specific model on newer transformers and hiding tokenizer errors when protobuf is missing are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "A model-specific Flash Attention 2 unsupported error is not the same as a generic flash-attention topic." + "reason": "Qwen3-VL-Moe loading on transformers 5.0 and PPDocLayoutV3 CPU/CUDA result differences are different bugs." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "RT-DETR memory retention and MaskGenerationPipeline stale partial-batch handling are unrelated bugs." + "reason": "Video-input regression for Qwen VL models and Windows ROCm torch.distributed import/type errors are unrelated." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to the Windows/ROCm torch.distributed import problem." + "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0 yet; the other is just a generic Flash Attention 2.0 report with no same code-path evidence." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warnings and patchtsmixer post_init policy are different issues." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied_word_embeddings warning during Qwen3.5 fine-tuning is not the same as a flash-attention generation failure." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward pass is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "GlmMoeDsa stale indexer cache on second forward pass and Gemma 4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same underlying defect." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are too broad and do not share the same underlying bug." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same as a Flash Attention generation bug." + "reason": "Strict config loading and a Windows ROCm import/dependency failure are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 video encoder output attribute loss and Qwen3OmniMoe video processing errors are separate model paths." + "reason": "Both are multimodal model issues, but one is a missing fpn_position_embeddings attribute in SAM3 video and the other is a Qwen3OmniMoe video-input ValueError; not mergeable as one fix." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained failure and duplicate optimizer.step calls are different DeepSpeed bugs." + "reason": "A stale indexer cache crash and a flash_attention AttributeError on s_aux=None are different failures in different components." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Granite_speech config strictness has nothing to do with the Windows/ROCm distributed dependency failure." + "reason": "A tied-weights warning and a stale num_return_sequences warning in paged generate are unrelated." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Stale indexer cache on second forward and flash_attention AttributeError on s_aux=None are different failure modes." + "reason": "Both are SAM3-related, but one is about a dummy Conv2d in PixelDecoder and the other is a sam3_video vs sam3_tracker config mismatch; different root causes." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and model-type mismatch warning in sam3_tracker are not the same bug." + "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to the Qwen3.5 tied_word_embeddings warning." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Tied-embedding warnings and paged generate stale num_return_sequences warning are unrelated." + "reason": "Gemma-4 ZeRO3 loading and DeepSpeed optimizer double-step are unrelated training/runtime bugs." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch and tied-embeddings warnings are distinct issues." + "reason": "Tokenizer loading in v5 and an accuracy regression in DeepSeek-R1 after upgrading transformers are different problem statements with no shared concrete code path." } ] }, @@ -12854,7 +12938,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 42, "review_unit_count": 57, "status": "reviewed", @@ -12862,7 +12946,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28282", "issue:30990", @@ -12914,49 +12998,49 @@ ], "soft_pairs": [ "issue:45987|issue:46082", - "issue:43906|issue:46202", "issue:44188|issue:46202", + "issue:43906|issue:46202", "issue:44483|issue:46202", - "issue:45685|issue:46431", - "issue:44188|issue:46421", "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:45685|issue:46431", "issue:43065|issue:46123", - "issue:44297|issue:44623", "issue:44361|issue:44749", - "issue:44749|issue:45656", + "issue:44297|issue:44623", "issue:43646|issue:44162", - "issue:43701|issue:44749", - "issue:44623|issue:45656", "issue:44871|issue:46132", + "issue:44749|issue:45656", + "issue:43701|issue:44749", "issue:43232|issue:43673", "issue:42994|issue:43482", - "issue:44869|issue:45356", + "issue:44623|issue:45656", "issue:43475|issue:43643", - "issue:42371|issue:45092", + "issue:44869|issue:45356", "issue:45375|issue:45478", "issue:28282|issue:30990", "issue:41628|issue:44933", - "issue:45230|issue:45397", - "issue:44038|issue:44623", + "issue:42371|issue:45092", "issue:45310|issue:45375", "issue:44964|issue:45137", - "issue:43475|issue:45381", - "issue:42994|issue:43525" + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:42994|issue:43525", + "issue:43475|issue:45381" ], - "prepared_review_unit_hash": "e483375eb980969ba647bd02f321661ac0d257500ad5660946e75bb0630f6c4d", + "prepared_review_unit_hash": "87ee9b49cae516a7b6e76ab85128ae621fc9ad3252da26efe74af463a27ca0a8", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35554, + "serialized_chars": 35553, "estimated_input_tokens": 8889, "estimated_eval_tokens": 18034 }, @@ -12965,186 +13049,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a bag of unrelated Transformers issues. Only one clear duplicate pair stands out: the two identical Qwen3.5-Moe from_pretrained regression reports.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45310 is the earliest clear report of the exact Qwen3.5-Moe from_pretrained failure and has an exact duplicate in issue:45478, making it the best canonical issue anchor.", + "summary": "The set is a loose collection of mostly unrelated Transformers bug reports with only superficial lexical similarity. I found no soft pair that clearly describes the same underlying bug/change, so I rejected all candidate duplicates.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43646 is the best representative because it is the broadest, most general regression report in the set (v5 breaking custom model initialization) and overlaps conceptually with several config/remote-code compatibility complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative issue because it names the concrete regression precisely and matches an exact duplicate, while the rest of the cluster is largely unrelated.", + "best_issue_reason": "issue:43646 is the strongest standalone issue for triage: it names a concrete Transformers v5 regression, has broad applicability, and is more representative than narrow model-specific or symptom-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Different bugs: cache length return-type mismatch vs LlamaConfig head_dim validation." + "reason": "Different bugs: cache length return type vs LlamaConfig head_dim validation." }, { - "left": "issue:43906", + "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "No shared code-path or symptom; one is a reproduction of an older issue, the other is a Gemma tokenizer roundtrip failure." + "reason": "Unrelated paths: torch.compile attention branching vs Gemma pipeline roundtrip on \u2581." }, { - "left": "issue:44188", + "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Different failures: torch.compile attention-kernel divergence vs Gemma roundtrip on a special token." + "reason": "No clear match; isolated reproduction of an older issue is not the same as Gemma roundtrip failure." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat completions API rejection is unrelated to Gemma tokenizer roundtrip behavior." + "reason": "Different surfaces: /v1/chat/completions request rejection vs Gemma token roundtrip behavior." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Unrelated MPS histogram error vs missing chat template in a processor." + "reason": "Whisper empty-transcription crash is unrelated to Windows/ROCm torch.distributed import errors." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention compile/cache, but the concrete bugs differ: attention-kernel divergence vs spurious recompilation from lazy cache init." + "reason": "Both mention generation/perf, but one is attention-kernel divergence and the other is cache lazy-init recompilation." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Different subsystems and failures: Whisper empty-transcription generation vs Windows ROCm import/torch.distributed dependency issues." + "reason": "Different subsystems: MPS histogram on Int vs processor chat-template validation." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder dummy layer issue is unrelated to MaskGenerationPipeline dropping partial-batch results." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer config metadata and the other is processor file emission; not the same bug." + "reason": "Sam3PixelDecoder dummy layer and mask pipeline batching are unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to the reported performance regression in data filtering." + "reason": "Tokenizer AttributeError and Chinese throughput regression are different problems." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Performance slowdown during filtering is not the same as DeepSpeed causing optimizer.step to run twice." + "reason": "Both involve save_pretrained, but tokenizer_config mismatch and missing processor files are distinct failure modes." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom config initialization/field loss is unrelated to ESM2 being broken." + "reason": "Generic custom-model init regression is not the same as the ESM2-specific breakage." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Checkpoint key mismatch is a different failure mode from the filtering slowdown report." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior change." }, { - "left": "issue:44623", + "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Processor.save_pretrained missing files is unrelated to duplicate optimizer stepping under DeepSpeed." + "reason": "Performance regression after upgrade is not the same as double optimizer.step under deepspeed." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing registered-function behavior." + "reason": "Checkpoint key mismatch and throughput slowdown are different bugs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but the concrete bugs differ: sync_gpus/update_model_kwargs vs chunked_prefill cache missing." + "reason": "Both are generation internals, but sync_gpus kwargs update and chunked_prefill cache absence are separate issues." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure is unrelated to Qwen2.5-GGUF loading under transformers v5." + "reason": "Saving quantized models and loading Qwen2.5-GGUF in v5 are opposite operations with different root causes." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Whisper timestamp decoding crash is unrelated to Kimi-K2.5 tokenizer codec regression." + "reason": "Processor serialization missing files is unrelated to deepspeed optimizer stepping twice." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 vision encoder missing attribute is a different bug from trust_remote_code returning incomplete configs." + "reason": "Missing Sam3VisionEncoderOutput attribute is not the same as AutoConfig trust_remote_code field loss." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + "reason": "Tokenizer decode crash on replacement character is not the same as Kimi-K2.5 codec regression." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Related model family, but one is a specific missing config field and the other is a broader from_pretrained failure; not enough to confirm same underlying bug." + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not enough to treat as the same bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel missing PyTorch import error is unrelated to Sentence Transformers hanging on load." + "reason": "ImportError for AutoModel without PyTorch is unrelated to Sentence Transformers loading hangs." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Importing AutoImageProcessor and a non-existent import from image_utils are different import-path issues." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "One item is too generic to establish identity; the Gemma-4 ZeRO3 from_pretrained bug is specific and distinct." + "reason": "Both are import-related, but AutoImageProcessor import failure and image_utils nonexistence are different symbols/modules." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Qwen3-VL-Moe loading problems are not the same as processor.save_pretrained missing files." + "reason": "TF32 API guidance is unrelated to InternVL2 remote-code/meta-initialization incompatibility." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but the first is a generic loading error while the second is a specific config-field omission; not clearly the same bug." + "reason": "Both touch Qwen3.5 MoE, but a from_pretrained error and a specific strict-field omission are not clearly the same defect." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque pop error are unrelated." + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Different models and symptoms: SAM3 vision encoder attribute error vs Qwen2.5-VL video position-id mismatch." + "reason": "Qwen3-VL-Moe loading and processor.save_pretrained file omission are different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not the same underlying issue." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model save failure and Llama4Config pad_token_id access are unrelated config/model issues." + "reason": "Quantized model saving failure and Llama4Config pad_token_id attribute error are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Sam3 vision-encoder missing field and qwen2.5-vl video position-id bug are different model-specific regressions." } ] }, @@ -13158,7 +13242,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 43, "review_unit_count": 57, "status": "reviewed", @@ -13166,7 +13250,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:30333", "issue:30990", @@ -13224,245 +13308,257 @@ "issue:45406|issue:46202", "issue:43873|issue:44945", "issue:44945|issue:45753", - "issue:46202|issue:46701", "issue:41628|issue:44351", "issue:45081|issue:45103", - "issue:42673|issue:43704", + "issue:46202|issue:46701", "issue:42994|issue:43824", - "issue:44038|issue:45310", - "issue:44222|issue:45310", + "issue:42673|issue:43704", "issue:36010|issue:41628", + "issue:44038|issue:45310", "issue:43278|issue:45137", + "issue:44222|issue:45310", "issue:42831|issue:44222", "issue:43232|issue:44792", - "issue:43504|issue:45561", "issue:42175|issue:44933", - "issue:44496|issue:45561", + "issue:43504|issue:45561", "issue:45561|issue:45600", + "issue:44496|issue:45561", "issue:30333|issue:33290", "issue:43976|issue:44933", "issue:42175|issue:45712", - "issue:46077|issue:46123", "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:43377|issue:44242", + "issue:46077|issue:46123", "issue:44623|issue:45310", "issue:42673|issue:46693" ], - "prepared_review_unit_hash": "182b2fe847c41573675544740f26dd3261710f4ce0b4d1fed199fd7dda4371e4", + "prepared_review_unit_hash": "17086b0326eda07102950d8445dd3030202571dc2b8cec41b52fdbbcd3f4d1f3", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36559, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports that happen to share broad themes like import/load regressions and generation issues. Only one pair is a clear duplicate: the Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 42673 is the clearest duplicate anchor: it is the older, more detailed report of the same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage, and it matches issue 43704 exactly by title and problem description.", + "summary": "This set is mostly a loose bag of unrelated Transformers issues with a lot of lexical overlap; only one soft pair is a true duplicate (the Qwen3ForCausalLM VRAM leak reports).", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the stronger canonical report for the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak: it is earlier, more discussed, and 43704 reads like a duplicate follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42673 is the best issue representative for the only accepted duplicate pair because it is the earlier and fuller report, with the strongest discussion context for the same concrete bug.", + "best_issue_reason": "issue:42673 is the best representative issue in the set because it matches the only clear duplicate pair and has the most context/activity among those two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is a tokenizer loading/import issue and the other is a continue_final_message behavior bug for mistral_common tokenizers; different code paths." + "reason": "Both are tokenizer-related, but one is an AutoTokenizer load issue and the other is a mistral_common continue_final_message behavior bug." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Unrelated failures: one is a sentence-transformers import NameError, the other is a Qwen3.5 kernel registration error." + "reason": "Completely different failures: sentence-transformers import NameError vs Qwen3.5 kernel registration ValueError." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Different generation bugs: sync_gpus/_update_model_kwargs_for_generation versus attention-kernel divergence under torch.compile." + "reason": "Different code paths: generation kwargs handling after sync_gpus vs attention kernel branching under torch.compile." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Different subsystems and symptoms: Gemma4Processor serve crash versus Gemma pipeline roundtrip/tokenization issue." + "reason": "Gemma-related but not the same bug; one is a processor attribute crash in serve, the other is a tokenizer roundtrip issue." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Offloading/quantization behavior is not the same as incorrect outputs under pipeline parallelism." + "reason": "Offloading/quantization behavior is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption is distinct from a Qwen3_5 infinite-loop-on-image issue." - }, - { - "left": "issue:46202", - "right": "issue:46701", - "accept": false, - "reason": "Both involve Gemma, but one is a tokenization roundtrip bug and the other is an image-text-to-text pipeline failure; not the same defect." + "reason": "One is a pipeline-parallel LLM output bug, the other is a Qwen3_5 multimodal infinite loop on a specific image." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + "reason": "Both are import errors, but they concern different missing symbols and likely different API breakages." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Completely different bugs: Mistral tokenizer regex patching versus auto-docstring processing with future annotations." + "reason": "Unrelated AttributeErrors in different helpers: Mistral regex patching vs auto_docstring kwargs processing." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact duplicate: same Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads, with matching title and failure mode." + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is tokenizer roundtrip and the other is an image-text pipeline output failure." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and an import error for Qwen2_5_VLForConditionalGeneration are unrelated." + "reason": "Quantized model saving failure is unrelated to the Qwen2.5-VL import error." }, { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Related model family, but different versions and different reported failures; not enough evidence they are the same concrete bug." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same underlying bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "FP8 save_pretrained failure is a save-path bug, while the Qwen3.5 Moe report is a from_pretrained/load-path error." + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Both are import failures, but they affect different APIs and likely different export points." + "reason": "Both are Qwen3-family issues, but they target different models and different failure modes." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to the DeepSpeed ZeRO3 deque IndexError." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading are different problems." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "One is an accuracy regression in FineGrainedFP8; the other is a model saving bug with FP8/MoE." + "reason": "Both involve FP8, but one is accuracy degradation and the other is saving a MoE model." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation-kwargs synchronization bug and janus image generation test failure are different issues." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "Model-loading preset failure and a pytest-xdist race in testing utilities are unrelated." + "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image generation test failure." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency packaging issue versus a missing import from image_utils; different problems." + "reason": "Packaging/backend dependency issues are not the same as a non-existent image_utils import." }, { - "left": "issue:44496", + "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Model config loading failure and a test-utils file race are unrelated." + "reason": "A pretrained preset legacy-field load bug is unrelated to a pytest-xdist race on captured_info.txt." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "One is an xdist race on captured_info.txt; the other is stale auto_mappings references breaking CI." + "reason": "Both are CI/test infrastructure problems, but they are caused by different code paths and failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure is unrelated to the xdist file-race in testing utilities." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "Training-job MLFlow reporting failure and DeepSpeed/Adafactor OOM are different failure modes." + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM are separate training issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility problem versus an import-from-image_utils issue; no common underlying bug." + "reason": "Python version compatibility and an image_utils import failure are not the same bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different packaging/test concerns: missing TensorFlow backend in extra install versus leftover dummy classes in dummy_pt_objects." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Different behavior bugs: bidirectional attention masking versus pipeline final-batch result dropping." + "reason": "Both touch packaging/import surfaces, but one is missing TensorFlow backend support and the other is dummy class cleanup." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Sentence-Transformers loading stall is unrelated to embedding reinitialization after resizing token embeddings." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is BOS/EOS insertion; different code paths." + "reason": "Both are tokenizer behavior changes in v5, but they concern different APIs and different regressions." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batching bug and missing load-balancing loss when router logits are disabled are unrelated." + "reason": "Different model bugs: MIMI encoder batching/padding-mask mismatch vs MoE load-balancing loss omission." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional mask construction and MaskGenerationPipeline batch bookkeeping are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "processor.save_pretrained missing files is a serialization bug, not the same as Qwen3.5 Moe from_pretrained failure." + "reason": "Missing files on processor.save_pretrained is unrelated to Qwen3.5 MoE loading." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe inference failure and FP8 save_pretrained on MoE are different issues." + }, + { + "left": "issue:43278", + "right": "issue:44792", + "accept": false, + "reason": "Embedding dtype drift and janus image-generation test failure are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both mention generation performance, but VRAM leakage in threads and FA2 long-context regression are different bugs." + "reason": "Both mention performance/memory symptoms, but the VRAM leak and FA2 long-context regression are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The accepted duplicate pair is well supported by the packet: the titles match exactly, and 42673 is earlier and has more discussion/body content than 43704. The non-duplicate verdicts are conservative based on the provided titles." + "feedback": "The analysis is grounded in the packet, and the only clearly supported duplicate is issue:42673 / issue:43704 with the same title and stronger context on 42673. The other soft-pair rejections stay conservative and do not overclaim equivalence based on lexical overlap alone." }, "evaluator_used": true, "retried": false, @@ -13473,7 +13569,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 44, "review_unit_count": 57, "status": "reviewed", @@ -13481,7 +13577,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:22355", "issue:27957", @@ -13533,258 +13629,258 @@ ], "soft_pairs": [ "issue:43479|issue:44869", - "issue:42222|issue:45200", "issue:44016|issue:46231", + "issue:42222|issue:45200", "issue:42898|issue:45812", "issue:43723|issue:44568", - "issue:43874|issue:45092", "issue:43479|issue:44079", "issue:42898|issue:44779", - "issue:44734|issue:45103", + "issue:43874|issue:45092", "issue:43784|issue:43824", - "issue:42898|issue:45356", + "issue:44734|issue:45103", "issue:27957|issue:30333", - "issue:45405|issue:45712", - "issue:42898|issue:43295", + "issue:42898|issue:45356", "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:45405|issue:45712", "issue:44060|issue:45125", - "issue:44295|issue:45656", "issue:43116|issue:44190", - "issue:44933|issue:45712", + "issue:44295|issue:45656", "issue:30333|issue:36331", - "issue:44222|issue:44297", - "issue:44075|issue:46231", + "issue:44933|issue:45712", "issue:30333|issue:35141", + "issue:44075|issue:46231", "issue:22355|issue:28282", - "issue:44297|issue:45656", - "issue:42831|issue:44623", + "issue:44222|issue:44297", "issue:44448|issue:46132", "issue:42796|issue:43723", - "issue:44222|issue:44623", + "issue:42831|issue:44623", "issue:43479|issue:43644", + "issue:44297|issue:45656", "issue:45245|issue:46132", + "issue:44222|issue:44623", "issue:43479|issue:46665" ], - "prepared_review_unit_hash": "a137d930d0e12b10aec45bf06331ad151d2ae5e8835cae547a6962ea58ad21e1", + "prepared_review_unit_hash": "5f2cfa0773070d670e38ff21b6234a3a52635bae75961be45dbcbbaea8c51e65", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36886, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, config, docs, and utility bugs. None of the soft pairs looks like the same underlying issue, so no duplicate merge is justified.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out because the items do not share one concrete bug or code path; they are mostly separate regressions that only share broad Transformers terminology.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No global best issue: the set is too mixed to choose one representative fix target without collapsing distinct bugs into one bucket.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "These are mostly unrelated Transformers issues with some superficial overlap around tokenizer/v5 regressions and import errors, but none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43723 is the broadest, most umbrella-like public API regression in the set (`AutoTokenizer.from_pretrained` in v5), making it the best canonical issue among these heterogeneous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest representative because it targets a core entrypoint, has broad user impact, and is more general than the model-specific or highly specialized reports here.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different multimodal config init bug vs Whisper decode crash; unrelated code paths." + "reason": "Different subsystems: multimodal config initialization vs Whisper word-timestamp decoding crash." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 token-type defaults; different failures." + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Notebook syntax error vs docs parameter-name mismatch; not the same bug." + "reason": "VitPose model breakage and Gemma 4 multimodal token defaults are different bugs." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but different models and symptoms." + "reason": "One is `clean_up_tokenization_spaces`; the other is wrong token IDs for Granite models." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Loading failure vs missing BOS/EOS insertion; distinct tokenizer issues." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image-processor method vs remote-code/meta-init incompatibility; unrelated." + "reason": "Both are tokenizer regressions, but they affect different APIs/models and different code paths." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config defaulting bug vs ModelOutput key assignment bug; different components." + "reason": "Config defaulting bug vs `ModelOutput` key assignment bug; no shared underlying change." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Tokenizer regression for different models; no shared concrete fix path." + "reason": "Both mention v5 tokenization regressions, but the concrete failures are different (`clean_up_tokenization_spaces` vs Deepseek codec handling)." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Serve/KV-cache indexing crash vs auto-docstring annotations crash; unrelated." + "reason": "Missing image-processor method is unrelated to remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import errors with different missing symbols/dependencies." + "reason": "Sentence-transformers import failure and missing Qwen class import are distinct import errors." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Separate tokenizer regressions for different models/code paths." + "reason": "Serve KV-cache tensor indexing and auto-docstring annotation handling are unrelated." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention model support vs MLflow reporting on failed training; unrelated." + "reason": "Flash Attention model support and MLflow reporting on failed jobs are separate issues." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Dependency-version bump vs leftover dummy classes/check-repo cleanup; different issues." + "reason": "MLflow failure reporting vs Llama 3.2 model-loading regression are unrelated." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both involve v5 behavior changes, but one is token IDs and the other is processor/tokenizer API access." + "reason": "Tokenization cleanup behavior and processor/tokenizer image-passing regression are different code paths." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Training-job reporting bug vs model-loading regression; unrelated." + "reason": "Dependency version bump issue vs leftover dummy classes fail check_repo; unrelated." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Wrong tied-weights warning vs missing tensor-parallel plan; different Qwen3 bugs." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Buffer read error vs double optimizer step with deepspeed; unrelated." + "reason": "Incorrect tied-weights warning is different from missing `_tp_plan` for tensor parallelism." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script failures in different pipelines." + "reason": "Example script multi-label output bug and local dataset loading failure are distinct." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Missing import from image_utils vs leftover dummy classes; not the same defect." + "reason": "Position-id buffer access and deepspeed optimizer double-step are unrelated training/runtime bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow tracking on failure vs CustomTrainer signature mismatch; distinct training bugs." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 MoE save_pretrained issue vs tokenizer metadata mismatch; different save paths." + "reason": "MLflow reporting failure and `compute_loss` signature mismatch are not the same issue." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Optimizer argument usage bug vs documentation name mismatch; unrelated." + "reason": "Missing `image_utils` import and stray dummy PT classes are unrelated packaging/cleanup problems." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job reporting vs embedding resize/post_init reinit bug; different code paths." + "reason": "MLflow tracking bug vs embedding reinitialization after resize are different issues." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Different missing-import/dependency errors; no shared root cause." + "reason": "Optimizer args being ignored is unrelated to a documentation parameter-name typo." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Tokenizer save metadata bug vs optimizer double-step bug; unrelated." + "reason": "Both are import errors, but they stem from different missing modules/dependencies and different fixes." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "FP8 accuracy regression vs processor save_pretrained missing files; different issues." + "reason": "FP8 `save_pretrained` bug and tokenizer config class mismatch are separate serialization issues." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Model output difference vs attention-registration behavior change; unrelated." + "reason": "Pegasus v4/v5 output differences and `AttentionInterface.register` behavior changes are not the same code-path problem." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer encoding bug vs tokenizer-loading bug; distinct symptoms and fixes." + "reason": "Tokenizer BPE-marker handling for a specific model is different from generic `AutoTokenizer.from_pretrained` loading in v5." }, { - "left": "issue:44222", + "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Model save bug vs processor save bug; separate artifacts and code paths." + "reason": "FP8 accuracy issue and missing processor save files are unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config None-handling bug vs non-persistent-buffer initialization bug; unrelated." + "reason": "Defaulting config fields when `None` is unrelated to filling non-persistent buffers with junk." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch and deepspeed double-step are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-limit runtime error vs attention-registration behavior change; unrelated." + "reason": "Category-count runtime limit and attention interface behavior change are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save issue and processor save-pretrained missing files are different serialization bugs." }, { "left": "issue:43479", "right": "issue:46665", "accept": false, - "reason": "Specific multimodal config default bug vs generic from_pretrained-in-classes inconsistency; not the same bug." + "reason": "Config initialization with `None` and `from_pretrained` behavior inside Python classes are distinct issues." } ] }, @@ -13798,7 +13894,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 45, "review_unit_count": 57, "status": "reviewed", @@ -13806,8 +13902,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ + "issue:22355", + "issue:27957", "issue:30990", "issue:38175", "issue:41628", @@ -13834,7 +13932,6 @@ "issue:44623", "issue:44734", "issue:44829", - "issue:44871", "issue:44977", "issue:45071", "issue:45092", @@ -13854,248 +13951,248 @@ "issue:46424", "issue:46431", "issue:46655", - "issue:46693" + "issue:46710" ], "soft_pairs": [ "issue:41628|issue:42757", "issue:45071|issue:46082", - "issue:44297|issue:45310", + "issue:46132|issue:46710", "issue:44373|issue:44485", - "issue:44263|issue:45092", + "issue:44297|issue:45310", "issue:43723|issue:44977", - "issue:46132|issue:46693", "issue:44222|issue:44484", - "issue:44206|issue:45103", + "issue:44263|issue:45092", "issue:44190|issue:46082", + "issue:44206|issue:45103", "issue:43232|issue:46424", "issue:43122|issue:46209", "issue:43232|issue:45834", "issue:44734|issue:46421", + "issue:43475|issue:46305", "issue:46209|issue:46431", "issue:46305|issue:46655", - "issue:43475|issue:46305", - "issue:43723|issue:44871", "issue:44263|issue:44360", + "issue:30990|issue:38175", "issue:44295|issue:44623", - "issue:44261|issue:45092", - "issue:45381|issue:46305", + "issue:43644|issue:46305", "issue:45092|issue:45357", - "issue:30990|issue:38175", + "issue:45381|issue:46305", "issue:44263|issue:44373", - "issue:43644|issue:46305", + "issue:44261|issue:45092", "issue:42907|issue:46050", - "issue:42831|issue:45310", + "issue:44279|issue:46328", "issue:44829|issue:46002", - "issue:44279|issue:46328" + "issue:42831|issue:45310", + "issue:22355|issue:27957" ], - "prepared_review_unit_hash": "e2bf1dfc3418d0dada1bfe11271efaaa3ae77ce1486132bf3676757717991fce", + "prepared_review_unit_hash": "b0fe3e29c79db7ba6fc7ecd64b334c4cfa6a870308a6631a7cc352546133f1ad", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35828, - "estimated_input_tokens": 8957, - "estimated_eval_tokens": 18170 + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose similarity cluster of mostly Transformers v5 regression reports across loading, config validation, generation, quantization, multimodal, and cache paths; no true duplicate hub emerges.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate: the items span unrelated bugs across tokenization, config validation, model saving/loading, generation, and performance.", + "summary": "This cluster is heterogeneous and appears to contain loosely related Transformers issues rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the most broadly scoped core-regression report in the set (v5 buffer handling/loading), so it is the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the broadest version-regression report and the closest thing to a central infrastructure bug, but it still does not subsume the others.", + "best_issue_reason": "issue:43644 is the strongest umbrella candidate: it targets a central Transformers v5 runtime behavior and is more infrastructure-level than the mostly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules: AutoImageProcessor vs is_offline_mode." + "reason": "Different import failures from different packages and symbols; no shared code path." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Related to config handling, but one is a type-checking regression and the other is a head_dim validation error on LlamaConfig." + "reason": "One is PreTrainedConfig type checking, the other is LlamaConfig validation for head_dim; unrelated." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "Tokenizer save metadata mismatch vs MoE from_pretrained failure; different code paths and symptoms." + "reason": "AttentionInterface registration behavior change is not the same as a model accuracy regression after upgrade." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring issue for position_ids versus a GLM-5 RoPE implementation discussion." + "reason": "Docstring typo for position_ids vs a RoPE implementation bug; different issue types and code paths." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "torch.split return handling in a DSA indexer is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation failure are distinct bugs." - }, - { - "left": "issue:46132", - "right": "issue:46693", - "accept": false, - "reason": "API behavior change in AttentionInterface.register versus a long-context FA2 performance regression." + "reason": "Generic AutoTokenizer loading problem vs flash-attention generation failure in a specific model." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Saving a quantized model is not the same as asking why save_pretrained defaults to 50GB shard size." + "reason": "FP8 save_pretrained bug and max_shard_size default question are not the same bug." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Feature extractor center-arg crash and auto_docstring future-annotations crash are unrelated." + "reason": "torch.split/indexer behavior and remote-code meta-init incompatibility are unrelated." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + "reason": "Dataset loading in example script vs LlamaConfig head_dim validation; different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "FeatureExtractor arg regression and auto-docstring annotation crash are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation after sync_gpus and cache max_cache_length semantics are different cache-related issues." + "reason": "Both involve generation/cache, but they are different cache behaviors and code paths." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer version-difference bug versus FP8 inference failure on B200; different subsystems." + "reason": "Tokenizer-version mismatch is unrelated to FP8 inference failure on B200." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update after sync_gpus does not match a Kosmos2.5 OCR index error." + "reason": "Generation kwargs after sync_gpus is unrelated to long OCR index errors." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "KV-cache continuation tensor indexing and cache lazy initialization recompilation are not the same defect." + "reason": "KV-cache continuation indexing crash is different from lazy cache init causing recompilation." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 video missing attribute and MoonshineStreaming off-by-one are distinct bugs." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 hardware inference failure is unrelated to missing chat-template support in a processor." + "reason": "FP8 inference on B200 is unrelated to missing chat template support." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Different sliding-window/padding bugs in different models and processors." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "Missing SAM3 output attribute is unrelated to a Moonshine streaming mask off-by-one." - }, - { - "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "Both involve loading/config, but tokenizer import failure and eos_token_id mismatch are different bugs." + "reason": "Sliding-window mask off-by-one and video padding calculation are different implementations and symptoms." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Different DSA indexer bugs: torch.split outputs versus missing ReLU." + "reason": "DSA indexer torch.split behavior and missing ReLU are not the same underlying bug." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Position_ids buffer read error and processor.save_pretrained missing files are separate save/load issues." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "MLA layernorm epsilon precision issue is unrelated to old InternVL2 meta-init incompatibility." + "reason": "Position_ids buffer access and processor.save_pretrained missing files are separate save/load issues." }, { - "left": "issue:45381", + "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug and Moonshine mask off-by-one are different model-specific logic errors." + "reason": "Core buffer initialization regression is unrelated to a streaming mask off-by-one bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Old remote-code checkpoint meta-init incompatibility is not the same as incorrect visual encoder keys on save_pretrained." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:45103", + "right": "issue:46305", "accept": false, - "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are unrelated." + "reason": "Docstring/annotation crash and sliding-window masking are unrelated." }, { - "left": "issue:44263", + "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Code bug in DSA indexer versus a wrong docstring for position_ids." + "reason": "MLA layernorm epsilon precision issue is unrelated to a docstring error." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Non-persistent buffer junk in v5.0 is unrelated to a streaming sliding-window mask error." + "reason": "Missing rms_norm_eps in MLA is a model math/config issue, not a remote-code meta-init incompatibility." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both are save/load quantization issues, but they concern different quantization methods and different failure modes." + "reason": "Both are save/load quantization topics, but different quantization methods and failure modes." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as a Qwen3.5 from_pretrained load error." + "reason": "Generic dependency issue and feature-extractor padding performance issue are unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with FA3 and NaNs at checkout/init are separate training stability bugs." + "reason": "Flash-attention training degeneration and NaNs on checkout/init are different failure modes." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "A dependency issue is unrelated to a SequenceFeatureExtractor.pad performance problem." + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import error and XLMRoberta Flash Attention 2 are unrelated." } ] }, @@ -14109,7 +14206,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 46, "review_unit_count": 57, "status": "reviewed", @@ -14117,7 +14214,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:22355", "issue:27957", @@ -14170,251 +14267,244 @@ ], "soft_pairs": [ "issue:44483|issue:45406", - "issue:22355|issue:27957", - "issue:42831|issue:44038", "issue:41628|issue:43824", + "issue:42831|issue:44038", "issue:43408|issue:46402", - "issue:42831|issue:45753", "issue:22355|issue:28218", + "issue:42831|issue:45753", "issue:39401|issue:44568", "issue:42757|issue:45278", - "issue:42886|issue:43066", "issue:27957|issue:30990", - "issue:42886|issue:42994", + "issue:42886|issue:43066", "issue:43232|issue:45593", - "issue:44188|issue:44373", "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:44188|issue:44373", "issue:44261|issue:44373", + "issue:43646|issue:46002", "issue:42796|issue:43122", "issue:42371|issue:44263", - "issue:43646|issue:46002", "issue:42907|issue:44945", - "issue:43756|issue:44060", "issue:30990|issue:33357", + "issue:43756|issue:44060", "issue:43576|issue:43784", - "issue:44295|issue:44297", - "issue:43976|issue:44945", "issue:39401|issue:44488", - "issue:44117|issue:44704", - "issue:42907|issue:44964", + "issue:43976|issue:44945", "issue:41628|issue:45278", + "issue:42907|issue:44964", + "issue:44117|issue:44704", + "issue:44295|issue:44297", "issue:43784|issue:45600", "issue:42907|issue:43937" ], - "prepared_review_unit_hash": "cbfde06f5ebc747af8d82e2f41f1be5205b77b4518ac076440621981b97d7add", + "prepared_review_unit_hash": "f85abba938aee8f3c541d4e2cf20e231f750fb483ba4bbcdd45ae0c16846056d", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36388, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "soft_pair_count": 30, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These pairs mostly overlap only at a broad theme level (tokenizers, loading, version regressions, or import errors) but they describe different concrete bugs/models/code paths, so I would not merge any of them as duplicates.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45278 is the broadest and most central representative of the version-regression/import-failure subset in this set; it is the best umbrella issue to anchor related reports, even though it is not a safe duplicate match for the specific pairs here.", + "summary": "Mostly a heterogeneous cluster of unrelated tokenizer, import, model-init, and model-specific regressions; no soft pair looks like the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45278 is the broadest, most representative report in the set: it explicitly describes a version-upgrade wave of import failures, matching the strongest subtheme in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the clearest cluster-level relevance because it captures the broad upgrade-regression/import breakage pattern that several other issues loosely resemble.", + "best_issue_reason": "issue:45278 is the strongest standalone triage anchor: clear regression framing, concrete version range, and broad enough to subsume several import-error reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different failures: REST chat-completions request rejection vs Gemma4Processor attribute error in transformers serve." + "reason": "Different failure surfaces: chat-completions request handling vs Gemma4Processor serving crash; unrelated code paths." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Unrelated problems: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + "reason": "Both are import errors, but they involve different symbols/models and appear to be separate missing-export issues." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both are model-specific, but one is FineGrainedFP8 accuracy and the other is a Qwen3-VL-Moe bug; not the same code path." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different classes/models: AutoImageProcessor vs Qwen2.5-VL generation class." + "reason": "Different bug classes: FineGrainedFP8 accuracy vs Qwen3-VL-Moe compatibility." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Different Sam3 symptoms: model-type warning vs missing text-encoder weights loading." + "reason": "Both SAM3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Different model bugs: FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image." + "reason": "Transformers.onnx import failure vs tokenizer spacing behavior; unrelated." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "No shared underlying bug: missing transformers.onnx module vs tokenizer adding extra spaces after added tokens." + "reason": "FP8 accuracy regression vs image-triggered infinite loop; different underlying problems." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is wrong offset_mapping and the other is add_special_tokens not adding BOS/EOS." + "reason": "Both tokenizer regressions, but wrong offset mapping and missing BOS/EOS insertion are distinct behaviors." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The first is a specific is_offline_mode import failure; the second is a broad set of import errors after upgrade." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer issues." + "reason": "Shared import-error theme, but one is a specific huggingface_hub symbol issue and the other is a broader version-wide import regression." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers getting stuck loading." + "reason": "Flash Attention 2 support issue vs Sentence Transformers loading hang; not the same code path." }, { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", "accept": false, - "reason": "One is offline tokenizer cache loading; the other is quantized model saving failure." + "reason": "Offline cache load failure vs wrong tokenizer decoder type; different tokenizer subsystems." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Different generation/training concerns: sync_gpus kwargs update vs auxiliary losses omitted when denoising is off." + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss issue; unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Runtime attention-kernel divergence is unrelated to a docstring issue for position_ids." + "reason": "sam3_video/sam3_tracker mismatch warning vs SAM3 LiteText memory overflow; different failures." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline/cache bug vs quantized model saving failure; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Both mention Sam3, but one is a model-type warning and the other is memory overflow in sam3-litetext." + "reason": "Compile-dependent attention divergence vs a docstring issue; clearly unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision bug in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." + "reason": "Precision bug in MLA layernorm vs documentation typo; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression vs NaNs after checkout/init; only loosely related at a very broad level." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization, but one is BPE marker handling for a specific model and the other is cross-version tokenization drift." + "reason": "Tokenizer BPE-marker handling vs changed tokenization across versions; not the same concrete defect." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance is unrelated to torch.split return values in GlmMoeDsaIndexer." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + "reason": "TF32 settings warning vs torch.split return-values bug; unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized/dequantized model saving failure is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "Dequantized model saving vs pipeline-parallel output correctness; different code paths." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are different model-architecture bugs." + "reason": "Loading hang vs MacOS bus error; distinct failure modes/models." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Sentence-Transformers load hang and MacOS bus error with a CLIP model are not the same issue." + "reason": "RoPE-layer dropping vs tied-weights warning; separate model-assembly bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command and a NameError importing sentence-transformers are unrelated." + "reason": "Broken env command vs Sentence Transformers import NameError; unrelated." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Reading registered position_ids as a buffer and tokenizer_class mismatch on save_pretrained are different bugs." + "reason": "Tokenizer offset-mapping bug vs model loading failure for a specific model; not the same issue." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version support regression is unrelated to incorrect LLM output from pipeline parallelism." + "reason": "Python-version compatibility vs pipeline-parallel output bug; unrelated." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 is unrelated to loading cjvt/sleng-bert." + "reason": "Specific AutoImageProcessor import failure is one symptom, but 45278 is a broader multi-import regression rather than the same concrete bug." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "A None handling bug in TOKENIZER_MAPPING_NAMES is different from AutoProcessor not forwarding kwargs to cached_file." + "reason": "Quantized-saving issue vs Phi-4 multimodal load failure; not the same." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal instruct are different model-loading/saving problems." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs forwarding; different from_pretrained issues." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Both are import-related, but this is a specific AutoImageProcessor import error versus a broad many-import-errors regression." + "reason": "position_ids buffer access bug vs tokenizer_class mismatch in saved config; separate save/load issues." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Importing sentence-transformers fails with NameError, while the Sam3LiteText issue is broken auto_mappings references." + "reason": "Sentence-transformers import NameError vs auto_mappings referencing removed SAM3LiteText configs; unrelated." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Quantized model saving failure is unrelated to GLM-5 invalid GenerationConfig." + "reason": "Quantized saving failure vs invalid GenerationConfig for GLM-5; different functionality." } ] }, @@ -14428,7 +14518,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 47, "review_unit_count": 57, "status": "reviewed", @@ -14436,7 +14526,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:22355", "issue:29127", @@ -14488,245 +14578,245 @@ "issue:46614" ], "soft_pairs": [ - "issue:44360|issue:44485", - "issue:44704|issue:45290", "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:44360|issue:44485", "issue:39401|issue:44521", + "issue:43408|issue:43475", "issue:43122|issue:46326", "issue:43122|issue:44521", - "issue:43408|issue:43475", - "issue:44038|issue:44297", + "issue:42907|issue:43452", "issue:43116|issue:45200", + "issue:44038|issue:44297", "issue:39401|issue:46614", - "issue:42907|issue:43452", - "issue:44038|issue:44295", - "issue:44038|issue:44222", "issue:22355|issue:29159", "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:44038|issue:44295", "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:36296|issue:43116", - "issue:43278|issue:44945", "issue:42757|issue:44351", - "issue:42175|issue:44938", + "issue:43278|issue:44945", "issue:22355|issue:29127", + "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:44188|issue:46328", + "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:42898|issue:46614", - "issue:38617|issue:45278", + "issue:43611|issue:46002", "issue:43066|issue:44779", - "issue:42673|issue:45072", - "issue:43611|issue:46002" + "issue:42673|issue:45072" ], - "prepared_review_unit_hash": "910995c7ac3af1b97a9b88e77c87a3334e262c92f08449f7f9093b1503513bda", + "prepared_review_unit_hash": "8275eead690c38183e0b0ba91b43b9b2569149c4ec50a2a39b22ee7c9df6f629", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36360, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers issues with a few tokenizer/import-regression themes, but the soft pairs are still too heterogeneous to treat as duplicates. I would not merge any of the proposed soft edges.", - "confidence": 0.34, - "canonical_issue_reason": "If a representative issue is needed, #43122 is the broadest tokenizer-regression report (v4.57.3 to v5.0) and best matches the general theme of the cluster, but it is not a true duplicate anchor for most other items.", + "summary": "This cluster is mostly heterogeneous. Several items are loose tokenizer-v5 regressions, but the rest are unrelated import, model-loading, training, and backend issues; none of the soft edges look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43122 is the closest cluster anchor because it is the broadest tokenizer-regression report and overlaps with several other tokenizer-related soft matches, but it still does not unify the cluster into a single duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "#43122 is the most umbrella-like issue in the set: it describes a general tokenizer behavior regression across versions, which is more central than the narrower model-specific reports.", + "best_issue_reason": "Issue 43122 is the most representative issue in the set by topic breadth and soft-edge connectivity, even though the overall cluster is too mixed to call it a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Different bugs: a DSA indexer discussion versus GLM-5 RoPE implementation; same broad area, not the same defect." + "reason": "Different bugs: Qwen3.5 num_labels propagation vs FlashAttention-3 training degeneration." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different code paths: cached_file kwargs forwarding versus chat template crashes with tool-call assistant messages." + "reason": "AutoProcessor kwargs forwarding and chat-template tool-call handling are separate code paths." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Unrelated failures: num_labels propagation in Qwen3.5 config versus degenerate training with flash_attention_3." + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization-related behavior, but one is wrong offset mappings and the other is multimodal assistant masks; not the same bug." + "reason": "Wrong offset_mapping and multimodal assistant_mask generation are distinct tokenizer behaviors." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing attribute error." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer regressions, but one is general version-to-version tokenization drift and the other is continue_final_message handling for mistral_common tokenizers." + "reason": "Generic tokenizer regression and mistral_common continue_final_message bug are not the same failure." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different features and symptoms: general tokenization changes versus multimodal chat template masks." + "reason": "Tokenizer-version inconsistency and multimodal assistant_masks are unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Same SAM 3 family, but one is a model-type warning and the other is a missing attribute on vision encoder output." + "reason": "Dequantized-save failure and gguf_file loading breakage affect different APIs." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Different issues: Qwen3-VL-Moe loading bug versus tokenizer save_pretrained class-name mismatch." + "reason": "Example-script empty multi-label output is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "One is a multi-label classification example script issue; the other is Gemma 4 multimodal token type IDs defaulting to zeros." + "reason": "Qwen3-VL-Moe loading issues are not the same as tokenizer_class metadata mismatch on save_pretrained." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both tokenizer-adjacent, but offset_mapping correctness and stale phonemizer language backend are distinct defects." + "reason": "Offset-mapping correctness and stale phonemizer backend state are different tokenizer subsystems." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Different save/load failures: dequantized model saving versus gguf_file breaking from_pretrained resolution." + "reason": "Missing transformers.onnx module is unrelated to slow-vs-fast tokenizer inconsistency." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Different regressions: Qwen3-VL-Moe loading versus position_ids buffer access." + "reason": "Both mention Qwen3.5 and v5.4.0, but one is save_pretrained corruption and the other is a from_pretrained load error." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8/MoE contexts, but the bugs are different: loading behavior versus save_pretrained on moe." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "An import error for transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained for moe are different bugs." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Related to Qwen3.5/Qwen3.5-Moe version regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading error." + "reason": "Neither title nor described path matches; one is Qwen3-VL-Moe, the other is position_ids buffer access." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules." + "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are separate missing-symbol issues." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is a broad version drift report and the other is a specific Deepseek tokenizer failure; not enough evidence they are the same bug." + "reason": "Generic tokenization changes in v5 are not the same as DeepSeek-specific incorrect results." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script multi-label classification failure are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Different distributed/evaluation behaviors: dtype change in evaluate versus incorrect output under pipeline parallelism." + "reason": "Tensor-parallel training bug and example-script multi-label classification failure are unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing imports and different dependency surfaces." + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are different import errors." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Backend packaging/install issue versus Python 3.14 load failure; not the same underlying problem." + "reason": "Embedding dtype drift in eval is unrelated to pipeline-parallelism output corruption." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No meaningful overlap: ONNX import failure versus LayoutLMv3 error-message clarity." + "reason": "ONNX import failure and LayoutLMv3 error-message clarity are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in torch extra install and Python 3.14 load failure are different environment issues." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3.5, but one is implementation discrepancy versus infinite-loop behavior on a specific image." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to Qwen3_5 infinite-loop behavior." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance." + "reason": "torch.compile attention branching and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and broad post-upgrade import breakage are not the same concrete defect." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to GLM-5 RoPE implementation discussion." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "v5 tokenization-space cleanup behavior and phonemizer language state are different mechanisms." + "reason": "v5 clean_up_tokenization_spaces behavior change is unrelated to stale phonemizer language state." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Different import breakages: layer_type_validation missing versus many import errors after upgrading to 5.5.0." + "reason": "base_model_prefix loading regression and NaNs in classification heads are different model issues." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder-type mismatch in v5 and the other is Deepseek tokenization output changes; not the same concrete bug." + "reason": "Wrong tokenizer decoder type in v5 is not the same as DeepSeek tokenization regression." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded use is unrelated to dtype mismatches in CI inference." - }, - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are distinct failure modes." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading and dtype mismatch in bfloat16 inference are unrelated." } ] }, @@ -14740,7 +14830,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 48, "review_unit_count": 57, "status": "reviewed", @@ -14748,7 +14838,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28348", "issue:33453", @@ -14758,6 +14848,7 @@ "issue:42673", "issue:42796", "issue:43064", + "issue:43066", "issue:43116", "issue:43441", "issue:43493", @@ -14777,7 +14868,6 @@ "issue:44466", "issue:44625", "issue:44704", - "issue:44779", "issue:44936", "issue:44995", "issue:45071", @@ -14796,241 +14886,242 @@ "issue:46614", "issue:46640", "issue:46655", - "issue:46697" + "issue:46697", + "issue:46710" ], "soft_pairs": [ "issue:44355|issue:46231", "issue:43116|issue:43493", - "issue:42371|issue:43874", "issue:43976|issue:45446", - "issue:44038|issue:45478", "issue:44625|issue:46002", + "issue:44038|issue:45478", + "issue:42371|issue:43874", "issue:45357|issue:45478", "issue:45083|issue:45446", - "issue:42222|issue:43441", "issue:44075|issue:44936", + "issue:42222|issue:43441", "issue:43116|issue:43825", "issue:43992|issue:44704", - "issue:28348|issue:46640", "issue:44995|issue:46697", - "issue:43064|issue:43673", + "issue:28348|issue:46640", + "issue:43066|issue:46710", "issue:42673|issue:42796", "issue:43827|issue:45446", - "issue:33453|issue:39401", + "issue:43064|issue:43673", "issue:43937|issue:45563", + "issue:33453|issue:39401", "issue:42673|issue:46655", - "issue:45356|issue:46614", "issue:44380|issue:46077", + "issue:45356|issue:46614", "issue:43673|issue:46328", - "issue:44117|issue:45588", - "issue:45071|issue:46614", "issue:44291|issue:45071", + "issue:45071|issue:46614", + "issue:44117|issue:45588", "issue:45405|issue:45446", - "issue:39401|issue:44779", "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "d7c976b2609a53d24401d94a2ba3551fbf5f02201aafb649f26d50feb8874463", + "prepared_review_unit_hash": "f2f305aee33cd5c19543b04700d0f72e8a580349f816656450d3f4432ec634e6", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35688, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated transformer bugs and regressions. None of the soft pairs look like the same underlying issue strongly enough to merge.", - "confidence": 0.24, - "canonical_issue_reason": "No single issue cleanly canonicalizes this cluster; the items span unrelated subsystems (tokenizers, attention, training, vision, version checks) with no clear duplicate nucleus.", + "summary": "This cluster is a loose mix of Transformers v5 regression reports, tokenizer issues, model-loading bugs, and unrelated subsystem bugs. I found no soft pair that clearly describes the same underlying defect, so I would not merge any of these items as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45478 is the most representative anchor for the cluster\u2019s repeated v5 model-loading regression theme: it is concrete, recent, and model-specific (Qwen3.5 MoE from_pretrained).", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must stand in for the cluster, 33453 is the broadest and most general tokenizer-regression report, but it is still not a true duplicate of the other items.", + "best_issue_reason": "issue:45478 is the best single issue to represent this cluster because it captures a specific, actionable v5 regression rather than a generic API complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Unrelated problems: compiled Python file handling vs set_training() docs parameter mismatch." + "reason": "Compiled-Python-file execution errors and a docs parameter-name typo are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Different bugs: classification example returns empty results vs SigLIP2 implementation discrepancy." + "reason": "Multi-label classification example failure and SigLIP2 HF/JAX discrepancy are different bugs." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Different subsystems and failures: TF32 API settings vs missing image-patch method in GLM46V fast processor." + "reason": "Python-version compatibility breakage and a flex_attention version-check bug are different code paths." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both involve version checks, but for different imports/components and different failure modes." + "reason": "Propagating num_labels and NaNs in classification heads are not the same defect." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Related model family, but not the same concrete bug; Qwen3-VL-Moe vs Qwen3.5 Moe from_pretrained errors are not clearly the same code path." + "reason": "Both involve Qwen MoE models, but they are different model variants and different loading failures." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Different behaviors: num_labels propagation vs NaNs in classification heads." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Different regression reports for different Qwen3.5 issues; not enough evidence of one shared bug." + "reason": "save_pretrained visual-key serialization and from_pretrained loading failure are separate problems." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different functionality: qwen3_omni_moe feature-extract length helper vs flex_attention PyTorch version gating." + "reason": "A qwen3_omni_moe helper bug and a flex_attention import/version check are unrelated." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both touch Ministral/vitpose model support, but the failures are unrelated model-specific breakages." + "reason": "Unused SGD args and train/evaluate lifecycle failure are different issues." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Different training/optimizer bug vs trainer.evaluate() post-train failure." + "reason": "VitPose breakage and a Ministral FlashAttention failure do not share a concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Both mention pipeline/example behavior, but the reported issues are different (classification output vs translation-task error messaging)." + "reason": "A multi-label example script bug and an incorrect pipeline error message are not the same underlying issue." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different from_pretrained/caching issues affecting different APIs and code paths." + "reason": "Missing embed_tokens weight and cached_file kwargs forwarding are different loading paths." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "One is a request to add FA2 support for GPT2LMHeadModel; the other is a generic flash-attention failure with no clear shared bug." + "reason": "Stale indexer cache crash and image over-padding are unrelated." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Unrelated model bugs: stale indexer cache on second forward pass vs image over-padding." + "reason": "Feature request for GPT2 flash-attention support and a generic flash-attention issue are not the same change." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Different training-state optimizer issue vs GenerationMixin cache missing during chunked prefill." + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are too broad and not the same bug." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "Different problems: VRAM leak in Qwen3ForCausalLM threads vs tokenizer BPE marker handling." + "reason": "VRAM leak in Qwen3ForCausalLM and BPE-marker tokenizer handling are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Documentation/pipeline deprecation issue vs PyTorch version check bug; not the same artifact." + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Both are tokenizer-related, but one is a loading regression and the other is wrong offset_mapping on Qwen3." + "reason": "FSDP2/PEFT optimizer-state corruption and chunked-prefill cache absence are different training/generation bugs." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Different generation issues: invalid GenerationConfig vs stale warning for num_return_sequences." + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are not the same defect." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different model/component: VRAM leak in Qwen3ForCausalLM vs video padding bug in SmolVLM." + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different issues." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Different tokenization/runtime issues: Kimi-K2.5 codec regression vs stale phonemizer backend state." + "reason": "Qwen3 VRAM leak and SmolVLM padding bug are unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both are attention-related, but one is GPT2 scaling under SDPA/FA and the other is Gemma4 bidirectional mask construction." + "reason": "GPT2 attention scaling ignored and Gemma4 bidirectional mask bug are different model-specific attention issues." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec regression and Wav2Vec2 phonemizer backend-state bug are unrelated tokenizer problems." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Different areas: generation cache behavior vs feature extractor padding performance." + "reason": "Generation cache missing and feature-extractor padding inefficiency are unrelated." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer mapping None bug vs flash_attention.py s_aux=None AttributeError; unrelated code paths." + "reason": "init_empty_weights unexpected-arg failure and PretrainedConfig type-checking breakage are different v5 regressions." }, { "left": "issue:45071", "right": "issue:46614", "accept": false, - "reason": "Different issues: PretrainedConfig type checking vs tokenizer phonemizer backend state." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "Different regressions: init_empty_weights argument handling vs PretrainedConfig type checking." + "reason": "PretrainedConfig type checking and stale phonemizer language state are unrelated." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Different versioning problems in different dependencies; not the same bug." + "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention sink-less model crash are different code paths." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Both tokenizer regressions, but one is offset_mapping and the other is general incorrect results for Deepseek; not clearly the same defect." + "reason": "PEFT version pinning and a PyTorch version-check bug are unrelated maintenance issues." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Inconsistent lm_head serialization vs NaNs in classification heads are separate problems." + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different problems." } ] }, @@ -15044,7 +15135,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 49, "review_unit_count": 57, "status": "reviewed", @@ -15052,7 +15143,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:38617", "issue:39401", @@ -15067,7 +15158,6 @@ "issue:43450", "issue:43673", "issue:43742", - "issue:43874", "issue:43937", "issue:43986", "issue:44075", @@ -15080,6 +15170,7 @@ "issue:44485", "issue:44493", "issue:44496", + "issue:44779", "issue:44829", "issue:44877", "issue:44933", @@ -15104,24 +15195,25 @@ "issue:46617" ], "soft_pairs": [ + "issue:39401|issue:44779", "issue:44410|issue:45310", "issue:43937|issue:44977", "issue:43450|issue:43986", + "issue:45071|issue:46512", "issue:45341|issue:45561", "issue:45341|issue:46328", - "issue:45071|issue:46512", "issue:44829|issue:45216", "issue:44117|issue:45081", - "issue:42617|issue:45341", "issue:38617|issue:41628", - "issue:42371|issue:44261", + "issue:42617|issue:45341", "issue:43122|issue:46298", - "issue:42222|issue:46178", "issue:45362|issue:46328", "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:42371|issue:44261", "issue:44877|issue:46231", - "issue:42371|issue:46617", "issue:44484|issue:45310", + "issue:42371|issue:46617", "issue:39401|issue:46209", "issue:43937|issue:44496", "issue:44933|issue:45278", @@ -15131,218 +15223,217 @@ "issue:44263|issue:44485", "issue:43066|issue:43122", "issue:42222|issue:45542", - "issue:43874|issue:44261", - "issue:43673|issue:45341", - "issue:43097|issue:44493" + "issue:43097|issue:44493", + "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "c68a91efbdb52eb9c0f8cfbfa1c7f9c61705096dc740a3839c51ead6aedddf1a", + "prepared_review_unit_hash": "a1397dedcfc4936d36be8c5ee970e77bbf02e7d89142bfd8912716cc065b1a5d", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36277, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "serialized_chars": 36223, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and support issues, with a common surface theme of version-5 breakages, tokenizer/config/import problems, and a few model-specific bugs. I do not see a true duplicate core spanning the set.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering multiple import failures after upgrading to 5.5.0, so it is the best representative of the cluster\u2019s shared upgrade/regression theme.", + "summary": "The cluster is mostly heterogeneous regression reports across imports, tokenizers, video/model loading, testing utilities, and config handling. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set and best fits a cluster of version-upgrade breakages, especially import-related regressions. That said, the overall set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the cluster because it is the most general and highest-level regression report; however, the rest of the items are too heterogeneous to treat as one duplicate family.", + "best_issue_reason": "45278 is the most general, user-facing regression report and the best candidate to anchor this noisy cluster if one issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about offset_mapping and the other about changed outputs for Deepseek in v5; different concrete failure modes." + }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen-family failures, but one is missing layer projections and the other is a from_pretrained error for Qwen3.5 MoE; different concrete bugs." + "reason": "Different model families and different problems: missing projections in qwen3next vs a from_pretrained error for Qwen3.5 MoE." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM generation-config validation and Qwen3.5 flash-attention generation issues are unrelated code paths." + "reason": "One is invalid GenerationConfig for GLM-5, the other is generation failure with flash-attention on Qwen3.5; not the same bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "One is a video-processor shape bug for batched input; the other is a dependency-related AutoProcessor crash without torchvision." + "reason": "Both involve video processing, but one is a batched shape bug and the other is a torchvision-absence crash during AutoProcessor loading." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Both mention testing utils, but one is a generic bug report and the other is a pytest-xdist race on captured_info.txt; not the same bug." + "reason": "Both concern config/type behavior, but one is PretrainedConfig type checking and the other is stale dtype propagation from from_config()." }, { "left": "issue:45341", - "right": "issue:46328", + "right": "issue:45561", "accept": false, - "reason": "testing_utils versus SequenceFeatureExtractor.pad performance; unrelated issues." + "reason": "Both touch testing utilities, but 45561 is specifically a pytest-xdist race on captured_info.txt; 45341 is an unrelated small bug." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Both concern config/dtype behavior, but one is type-checking breakage and the other is stale model.config.dtype after from_config; different fixes." + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained regression are distinct problems." + "reason": "One is degenerate training with flash_attention_3, the other is a Qwen3.5 save_pretrained regression; different code paths and symptoms." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None-handling and Mistral regex patch backend_tokenizer crash are separate tokenizer-loading defects." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to a testing_utils bug." + "reason": "Both involve tokenizer internals, but one is mapping-name lookup returning None and the other is a Mistral regex patch crash." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Two different import errors for different symbols; no shared underlying bug shown." + "reason": "Both are import errors, but they concern different symbols and likely different removals; not the same underlying bug." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "TF32 settings guidance and MLA rms_norm_eps precision issue do not overlap in code path." + "reason": "Not related: a script launch failure vs a testing-utils bug." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression and a noisy logging message are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "VitPose model breakage and missing tensorflow_text backend mapping are different issues." + "reason": "Tokenizer behavior regression versus a noisy logging message; no shared underlying bug." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Chat crash for Qwen3.5-35B and a pad() performance issue are unrelated." + "reason": "Qwen3.5 chat crash and a padding performance issue are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3_* and MobileLLM key error are not the same defect." + "reason": "Different model-loading issues affecting different model types; not the same failure mode." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are unrelated." + "reason": "Vitpose model breakage and missing tensorflow_text backend mapping are unrelated." }, { "left": "issue:42371", - "right": "issue:46617", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API-setting guidance and MLA q_a_layernorm precision/config handling are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "TF32 backend settings and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE loading are different concerns." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings guidance and trust_remote_code cache loading are unrelated." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are completely different bugs." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid generation config for GLM-5 and unrecognized model config for Olmo-Hybrid are separate issues." + "reason": "Different issues: generation config validation for GLM-5 vs unrecognized model/config.json loading." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing image_utils import while the other is a broad upgrade regression; not the same concrete failure." + "reason": "Both mention imports, but 45278 is a broad upgrade regression while 44933 is a specific missing import from image_utils; not clearly the same root cause." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different failure symptoms." + "reason": "Same model family and same general error class, but the reported problem details are distinct and not clearly the same bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args ignored and optimizer.step called twice with deepspeed are different optimizer bugs." + "reason": "One is SGD args not used; the other is optimizer.step being called twice with deepspeed. Related domain, different bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for configuration_utils and _torch_extract_fbank_features are unrelated." + "reason": "ImportError for a missing symbol and a feature-extractor fbank issue are unrelated." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GLM tensor split issue and GLM-5 RoPE implementation issue are separate model-specific bugs." + "reason": "Both mention GLM/MoE internals, but one is a torch.split return-value issue and the other is a RoPE implementation discussion." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer changes in v5, but one is a decoder-type mismatch and the other is changed tokenization output; not the same bug." + "reason": "Both are tokenizer regressions in v5, but one is about decoder type and the other is about changed tokenization output; too weak to call the same bug." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage and TensorFlow backend detection are unrelated." + "reason": "Vitpose model breakage and a tensorboard-without-TensorFlow backend error are unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "GLM46V image-processor attribute error and MLA rms_norm_eps precision issue do not share a code path." + "reason": "A removed config flag and unexpected position-id keys in model state dicts are different issues." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Chunked prefill cache issue and testing_utils bug are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Both mention config/key changes, but one is removal of a config option and the other is unexpected position-id keys; not the same underlying bug." + "reason": "Chunked-prefill cache missing and a testing_utils bug are unrelated." } ] }, @@ -15356,7 +15447,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 50, "review_unit_count": 57, "status": "reviewed", @@ -15364,7 +15455,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:27957", "issue:38617", @@ -15408,246 +15499,252 @@ "issue:45542", "issue:45588", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", "issue:46231", - "issue:46369", - "issue:46655", - "issue:46664" + "issue:46369" ], "soft_pairs": [ "issue:42175|issue:42222", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:44263|issue:46172", + "issue:43874|issue:44261", "issue:43931|issue:44410", - "issue:44360|issue:46172", "issue:43012|issue:43577", "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", "issue:44484|issue:45478", "issue:27957|issue:43352", - "issue:43441|issue:44829", "issue:43931|issue:44038", + "issue:43441|issue:44829", "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43986|issue:45341", - "issue:43874|issue:44263", "issue:44933|issue:46231", - "issue:45753|issue:46369", + "issue:43874|issue:44263", "issue:44261|issue:44485", + "issue:45753|issue:46369", "issue:44117|issue:44987", - "issue:45440|issue:46172", - "issue:43673|issue:46123", "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:45440|issue:46172", "issue:43097|issue:45588", - "issue:43064|issue:44315", "issue:43986|issue:45372", "issue:38617|issue:42757", - "issue:46655|issue:46664", - "issue:44410|issue:45375" + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:43097|issue:46050" ], - "prepared_review_unit_hash": "11fc709e71e003df22f92aebcb0a41e8908f3998fc962653dc12c69dd29ea260", + "prepared_review_unit_hash": "3d8106aecc143d325e1dbef5235b510a3321b88e63c31619de1f2fc9ae5056f5", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36193, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs are broad topical matches (same model family, same subsystem, or same class of error) rather than the same concrete bug/change. I don\u2019t see any pair that should be merged as true duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated import regressions, model-specific loading bugs, training/runtime issues, and documentation problems. The soft links are too broad to indicate one shared underlying defect.", + "summary": "The cluster is heterogeneous: most pairs are only loosely related by broad Transformers subsystems (loading, flash attention, Qwen, multimodal, etc.) and do not look like duplicates of the same concrete bug. No soft-edge pair is safe to merge.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43097 is the broadest and most representative regression report in the set, with external references and a clear v5 breaking-change framing; the rest are narrower, model-specific, or dependency-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the strongest standalone issue in the set: it has a clear regression, concrete import error, and active discussion, making it the most useful representative issue even though it is not a duplicate of the others.", + "best_issue_reason": "43097 is the best single issue representative because it captures a concrete user-facing API/config break in v5.0.0 and is more central than the other isolated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Both are model/backend complaints, but one is a TensorFlow packaging/backend issue and the other is a ViTPose model breakage; different code paths and fixes." + "reason": "Different problems: package/backend install omission vs a broken VitPose model family." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An AutoImageProcessor import failure and a PreTrainedConfig type-checking regression are unrelated bugs." + "reason": "ImportError for a missing symbol and a separate PreTrainedConfig type-checking regression are unrelated code paths." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "These both involve API/backend validation, but one is a config typing regression and the other is a TensorBoard/TensorFlow backend install problem." + "reason": "Type-checking breakage in config handling is not the same as missing TensorFlow backend detection." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Different model internals and failure modes: torch.split indexing vs a dtype/transpose bug in deepseek-v4." + "reason": "Missing image-processor method and a layernorm epsilon precision issue are distinct model-component bugs." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both mention Qwen models, but one is a weight-shape load error and the other is missing projections in layer 0; not the same defect." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "A missing ReLU in a DSA indexer is unrelated to a tensor dtype/transpose issue." + "reason": "Qwen3-VL weight-shape loading failure and missing Qwen3Next projections are different model loading/architecture issues." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both are dtype-related, but one is a compilation warning and the other is incorrect dtype propagation during Blip2 loading." + "reason": "Both involve dtype/precision, but one is a compile-time warning and the other is incorrect dtype propagation when loading BLIP2." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both touch chat/completions, but one is a general endpoint request rejection and the other is a Qwen3.5 streaming inference failure." + "reason": "These are different chat/completions failures: request acceptance/validation versus streaming inference on a specific model." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return handling and a DeepSeek-v4 transpose/dtype bug do not share the same underlying failure." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeek-v4 tensor conversion logic." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "save_pretrained shard-size behavior and a Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2 support issues, but they concern different models and likely different implementation gaps." + "reason": "Both mention Flash Attention 2, but they affect different models and are not the same support bug." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both mention flash attention, but one is a model load failure in v5 RC and the other is degenerate training with FA3; different problems." + "reason": "Same broad model family, but one is a specific weight-shape mismatch and the other is a broader v5/Qwen3-VL-Moe bug report." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Same broad Qwen3-VL/MoE area, but one is a concrete weight-shape mismatch and the other is a general version/model bug report." + "reason": "FlashAttention failure on Ministral-3 is not the same concrete issue as degenerate training with flash_attention_3." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config method and a gguf_file tokenizer/model loading break are different API regressions." + "reason": "A removed config option and a gguf_file loading regression are different bugs." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + "reason": "Unsafe sys.modules access and a testing_utils bug do not match in code path or symptom." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A video-model AutoProcessor crash without torchvision is unrelated to a testing utility bug." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Different model families and failures: missing image-patch counting vs torch.split return-value handling." + "reason": "Missing torchvision during AutoProcessor loading is unrelated to a testing utility defect." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A missing import from image_utils and a documentation parameter mismatch are not the same bug." + "reason": "A missing image_utils import and a documentation parameter-name mismatch are unrelated." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Infinite-loop behavior on a specific image is unrelated to a memory overflow in another model." + "reason": "Missing get_number_of_image_patches and torch.split return handling are different bugs." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A missing rms_norm_eps in MLA q_a_layernorm is different from a GLM-5 RoPE implementation discussion." + "reason": "A missing rms_norm_eps config value and GLM-5 RoPE implementation are not the same issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on one image and memory overflow in sam3-litetext are distinct failures." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer-mapping None issue and a model-specific loading failure overlap only at a high level; no shared concrete code path is evident." + "reason": "Both involve loading, but there is no evidence they share the same tokenizer-mapping defect." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Both are DeepSeek-related, but one is divergence from the remote implementation and the other is a tensor dtype/transpose bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils issue." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "A generation cache regression during chunked prefill is unrelated to MaskGenerationPipeline's final partial-batch flag handling." + "reason": "Generation cache handling and partial-batch mask pipeline behavior are different code paths." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug is unrelated to a testing utility issue." + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the DeepSeek-v4 tensor conversion bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed embedding-tie method and a flash_attention AttributeError on sink-less models are different code paths." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application during model_init are unrelated training bugs." + "reason": "Config removal in v5.0.0 and a flash_attention.py AttributeError are unrelated." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "A torchvision-dependent video processor crash and a mistral_common import error affecting Gemma 4 processor loading are separate dependency issues." + "reason": "Different missing dependency/import problems affecting different processors and models." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors from dependency churn, but they involve different missing symbols in different packages." + "reason": "Two separate ImportErrors from different packages; same symptom, different underlying causes." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is the meaning of num_frames; related area, not the same bug." + "reason": "FSDP2 optimizer-state corruption and Liger Kernel application with model_init are different training bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5/MoE vision-related, but one is missing attention projections and the other is a missing config field silently dropped by strict validation." + "reason": "Both are Qwen-related, but one is a missing projections bug and the other is a config field being dropped by strict loading." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config field and quantized save/load breakage are not the same problem." } ] }, @@ -15661,7 +15758,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 51, "review_unit_count": 57, "status": "reviewed", @@ -15669,9 +15766,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ - "issue:36683", "issue:38617", "issue:42890", "issue:42907", @@ -15682,7 +15778,6 @@ "issue:43352", "issue:43502", "issue:43550", - "issue:43582", "issue:43825", "issue:43873", "issue:43906", @@ -15707,28 +15802,30 @@ "issue:44938", "issue:45103", "issue:45478", - "issue:45479", "issue:45584", "issue:45712", "issue:45753", - "issue:46050", "issue:46132", "issue:46172", "issue:46178", "issue:46298", "issue:46365", "issue:46421", - "issue:46701" + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710" ], "soft_pairs": [ - "issue:43097|issue:46050", + "issue:46655|issue:46664", "issue:44038|issue:44410", "issue:43986|issue:44484", - "issue:42890|issue:46298", "issue:38617|issue:44351", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:43097|issue:43873", "issue:44062|issue:44117", "issue:44117|issue:46701", - "issue:43097|issue:43873", "issue:44936|issue:46365", "issue:43502|issue:43992", "issue:44704|issue:45103", @@ -15737,257 +15834,243 @@ "issue:43986|issue:44117", "issue:43986|issue:44016", "issue:43208|issue:43550", - "issue:42907|issue:44655", "issue:43825|issue:44655", + "issue:42907|issue:44655", "issue:42907|issue:45753", "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:43012|issue:44368", - "issue:43066|issue:43906", "issue:43992|issue:44484", - "issue:43352|issue:44380", + "issue:43066|issue:43906", "issue:43352|issue:43976", "issue:43097|issue:46298", + "issue:43352|issue:44380", "issue:44162|issue:46172", "issue:45584|issue:46365", - "issue:44380|issue:46132", "issue:44077|issue:46365", - "issue:44222|issue:45478", - "issue:44380|issue:45479", - "issue:36683|issue:43582" + "issue:44380|issue:46132", + "issue:44222|issue:45478" ], - "prepared_review_unit_hash": "3b1d945546bac57eadab231f378b8a55d78f8643d5f02c19cc398371adaf91d0", + "prepared_review_unit_hash": "8f8f4c00cac5f2fc36c1c533caabc9d4cd117c352d77bc80a36cdbd83bbf6101", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37631, - "estimated_input_tokens": 9408, - "estimated_eval_tokens": 19072 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36705, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone Transformers issues spanning different models, loaders, serialization paths, and runtime backends. I found no soft-edge pair that clearly represents the same underlying bug/change, so no pair is accepted.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43873 has the strongest general signal in this set (high discussion and inbound references) and is a broad, active bug report in a core feature area, making it the best representative placeholder canonical issue.", + "summary": "The cluster is a grab bag of unrelated issue reports; none of the soft-similarity pairs look like the same underlying bug or change. Most are only loosely related by subsystem or wording.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43502 is the most concrete, user-impacting, and broadly applicable bug in the set: a clear offline-loading regression with explicit expected vs actual behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most prominent issue here by activity and scope; among otherwise unrelated reports, it is the most suitable single issue to anchor the cluster.", + "best_issue_reason": "issue:43502 is the strongest representative issue overall because it describes a clear, reproducible core API failure and is more actionable than the mostly model-specific or test/doc-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Both involve v5/serialization-adjacent behavior, but one is an API removal warning and the other is quantized save/load breakage; different failure modes and code paths." + "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is the meaning of num_frames; related area, different defect." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both mention Qwen/VL-family models, but one is a transformers 5.0 compatibility bug and the other is missing projections in qwen3next; not the same defect." + "reason": "Different models and different failures: Qwen3-VL-Moe compatibility vs missing projections in qwen3next." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "One is a loading crash without torchvision, the other is a save_pretrained shard-size question; unrelated problems." + "reason": "One is an AutoProcessor/torchvision dependency crash, the other is save_pretrained shard-size behavior." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a specific tensor-op bug and the other is an accuracy regression after an upgrade; not the same code-path problem." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different migration paths; not one shared bug." + "reason": "Removal of a config flag is unrelated to quantization/offloading behavior." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different tokenizer bugs: AddedToken argument handling versus TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer constructor argument collision vs TOKENIZER_MAPPING_NAMES returning None are different failure modes." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping lookup failure is unrelated to a DiffusionGemma image-text pipeline failure." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Tie-embeddings removal and offloading-with-quantization are separate regressions with different root causes." + "reason": "Tokenizer mapping fallback issue is unrelated to an image-text-to-text pipeline failure." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() after train() is unrelated to import-time Trainer breakage caused by datasets." + "reason": "Trainer evaluate/train state issue vs importing Trainer being blocked by datasets are distinct bugs." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is incorrect network access under local_files_only, the other is a missing UMT5Encoder weight during loading." + "reason": "Offline file resolution making API requests and missing embed_tokens.weight during from_pretrained are unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crash are different subsystems." + "reason": "Passing kwargs to cached_file is unrelated to the docstring parser crash under future annotations." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling with SDPA/FlashAttention and cache lazy-init recompilation are separate backend issues." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and cache lazy initialization recompilation are different runtime issues." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and tensorflow_text backend validation are unrelated compatibility errors." + "reason": "Python 3.14 load failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model loading without torchvision does not match TOKENIZER_MAPPING_NAMES returning None." + "reason": "AutoProcessor without torchvision and tokenizer mapping None are different code paths." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "A missing torchvision dependency crash is unrelated to a notebook syntax error." + "reason": "A runtime processor dependency issue is not the same as a notebook syntax error." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different model/backend problems." + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated models and failure modes." }, { - "left": "issue:42907", + "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Dequantized model saving failure is not the same as pipeline save_pretrained limitations." + "reason": "Pipeline error messaging and pipeline save_pretrained are different behaviors." }, { - "left": "issue:43825", + "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "A v5 pipeline error message issue is unrelated to saving Pipeline objects." + "reason": "Saving dequantized models is unrelated to saving Pipeline objects." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model dequantized-save failure and Qwen3_5 infinite loop on a specific image are different bugs." + "reason": "Dequantized save failure and a Qwen3_5 infinite loop are not the same underlying bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bf16 compile warning and Bamba SDPA compile failure are not the same concrete defect." + "reason": "A bfloat16 precision warning from compile is not the same as a SDPA compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes leaking into dir(transformers) is unrelated to a noisy logging message." + "reason": "Leftover dummy classes/check_repo cleanup is unrelated to a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "PyTorch precision warning and a tie_word_embeddings warning are distinct warning sources." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Tokenizer decoder type mismatch and a reproduction of issue 38071 do not appear to be the same bug." + "reason": "Precision warning during compilation and a tie_word_embeddings warning are different warnings with different causes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embedding weights on load and a max_shard_size question are unrelated." + "reason": "Missing embed_tokens.weight in from_pretrained is unrelated to the max_shard_size default in save_pretrained." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Nemotron FA2 unsupported and GPT2 attention scaling under SDPA/FlashAttention are different backend/model issues." + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are not enough to establish the same bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Unsupported Flash Attention 2 for Nemotron is unrelated to the Python version compatibility report." + "reason": "Unsupported Flash Attention 2.0 for a model and a Python version compatibility problem are unrelated." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config method and a noisy log message are not the same underlying issue." + "reason": "Removing a config argument is unrelated to a noisy logging message." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FA2 support gating and GPT2 attention scaling under backend kernels are different bugs." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage in workflows and a DeepSeek-V4 tensor transpose bug are unrelated model-specific failures." + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are different models and defects." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior change are different code paths." + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import problem." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and Trainer import failure are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained error are both MoE-related but not the same concrete bug or mergeable fix." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention scaling ignored in specific backends is unrelated to single-label-classification zero-loss degeneration." + "reason": "patchtsmixer post_init policy and importing Trainer after uninstalling datasets are unrelated." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "FP8 save_pretrained for moe models and Qwen3.5 Moe from_pretrained failure are related by family only, not the same concrete bug." } ] }, @@ -16001,7 +16084,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 52, "review_unit_count": 57, "status": "reviewed", @@ -16009,7 +16092,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:36010", "issue:36683", @@ -16017,11 +16100,9 @@ "issue:42175", "issue:42490", "issue:42757", - "issue:42898", "issue:42994", "issue:43012", "issue:43064", - "issue:43066", "issue:43208", "issue:43299", "issue:43352", @@ -16029,6 +16110,7 @@ "issue:43502", "issue:43525", "issue:43526", + "issue:43582", "issue:43611", "issue:43618", "issue:43756", @@ -16038,6 +16120,7 @@ "issue:43901", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44077", "issue:44230", @@ -16051,16 +16134,18 @@ "issue:44938", "issue:45216", "issue:45276", - "issue:45290", + "issue:45310", + "issue:45479", "issue:45600", - "issue:45698", "issue:46077", "issue:46082", - "issue:46172", "issue:46298", - "issue:46365" + "issue:46365", + "issue:46369" ], "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44380|issue:45479", "issue:42175|issue:46365", "issue:43064|issue:44380", "issue:42490|issue:43012", @@ -16070,271 +16155,291 @@ "issue:45600|issue:46298", "issue:44483|issue:44514", "issue:43618|issue:44380", - "issue:45698|issue:46172", "issue:44038|issue:44230", "issue:43618|issue:43761", "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:36683|issue:43475", "issue:44625|issue:46365", + "issue:36683|issue:43475", "issue:45276|issue:46077", - "issue:42898|issue:43066", "issue:36010|issue:42757", - "issue:44483|issue:45290", "issue:43352|issue:43937", + "issue:44483|issue:46369", "issue:43611|issue:44655", "issue:43901|issue:44655", "issue:36683|issue:44077", - "issue:43976|issue:44938", "issue:43867|issue:45216", + "issue:43976|issue:44938", "issue:44625|issue:46077", "issue:46077|issue:46082", - "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:36683|issue:44625" + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:43992|issue:45310" ], - "prepared_review_unit_hash": "04efc25ef308e3e23522f86126aa95033fe71510d5d27e368cce2209ae6c1ec6", + "prepared_review_unit_hash": "2d6d8e5e67a2bdd921917c190c8c8f54689ef8e87a8fc3b90a8f22bc6834bd37", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37204, - "estimated_input_tokens": 9301, - "estimated_eval_tokens": 18858 + "soft_pair_count": 34, + "serialized_chars": 37592, + "estimated_input_tokens": 9398, + "estimated_eval_tokens": 19052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficial transformer-regression lookalikes (import errors, save/load bugs, config mismatches, chat-template issues, backend-specific model bugs). I don\u2019t see any soft pair that is clearly the same underlying bug/change, so all candidate merges should be rejected. If one issue must act as a representative, the save/load regression in 45698 is the broadest fit, but it is still not a true duplicate umbrella.", - "confidence": 0.89, - "canonical_issue_reason": "45698 is the closest broad representative because it centers on save_pretrained/from_pretrained serialization behavior, which is the only theme that recurs across multiple items; however, the cluster is too heterogeneous for it to be a true canonical duplicate target.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports and regressions. The only near-duplicate pair is the CLIP vision v5 regression about missing output fields; the rest are distinct model-, config-, backend-, or packaging-specific issues.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43618 is the earlier, broader CLIPVisionModel v5 regression report about missing output fields, so it works as the umbrella issue for the only credible duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "45698 is the best single issue to represent the cluster because it is active, broad, and aligned with the most repeated save/load-related theme in the set.", + "best_issue_reason": "Issue 43761 is the clearest actionable report in the cluster: it has an explicit v5 regression label and a concrete reproduction for `hidden_states=None` when `output_hidden_states=True`.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: a config attribute error in Gemma3 vs a TypeError in Apple Silicon allocator warmup." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: attention scaling ignored in GPT-2 backends vs zero-loss behavior in sequence classification." + }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both mention import/training availability, but one is backend packaging and the other is a datasets-installed Trainer import conflict; unrelated root causes." + "reason": "Packaging/import problems, but not the same one: missing TensorFlow extra vs Trainer import breaking due to datasets." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Different code paths: distributed optimizer-state corruption vs attention-scaling being ignored under SDPA/FlashAttention." + "reason": "Completely different areas: FSDP/PEFT optimizer state corruption vs GPT-2 attention scaling." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "One is a local-path import warning, the other is a PyTorch precision warning while compiling bfloat16 models." + "reason": "Both mention warnings, but one is a local-path import warning and the other is a PyTorch precision warning." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency surfaces (huggingface_hub vs transformers model export)." + "reason": "Both are import errors, but for different symbols and different packages/models." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both involve PyTorch/compile behavior, but one is a warning and the other is a hard failure on newer torch; not the same bug." + "reason": "A warning about bfloat16 compilation is unrelated to a torch 2.9 flex_attention failure." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model/data-processing issues." + "reason": "Different model/component bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "auto_mappings CI breakage from removed config references is not the same as a noisy logging message." + "reason": "CI breakage from removed Sam3LiteText mappings is unrelated to a noisy logging message." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both touch chat/completions, but one is an API acceptance problem and the other is a processor crash on batched tool-call inputs." + "reason": "Different request-path bugs: chat completions validation vs batched chat template crash." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output-attention regression and GPT2 attention scaling under backend kernels are different model behaviors." - }, - { - "left": "issue:45698", - "right": "issue:46172", - "accept": false, - "reason": "Save/load custom-module resolution is unrelated to the deepseek-v4 transpose/dtype bug." + "reason": "Different model families and failures: CLIP output fields vs GPT-2 attention scaling." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both concern Qwen3-VL/MoE, but one is a loading bug and the other is fp8 inference support; not the same fix." + "reason": "Same model family, but one is a loading bug and the other is fp8 support; not the same fix." }, { "left": "issue:43618", "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; they are separate outputs and fixes." + "accept": true, + "reason": "Both describe the same CLIPVisionModel v5 regression where requested outputs are not populated; one fix could plausibly restore both fields." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated dependency vs network-policy bugs." + "reason": "Importing a removed helper from configuration_utils is unrelated to local_files_only still triggering API requests." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer counting and GLM-5 RoPE implementation are different model-specific architecture questions." + "reason": "Both mention RoPE, but they concern different models and different problems." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading regression and sorted-state_dict load failure are distinct loading problems." + "reason": "Separate load-time failures for different models and symptoms; no shared code-path bug is evident." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized-model save failure and inability to save Pipeline objects both involve saving, but the affected objects and failure modes differ." - }, - { - "left": "issue:36683", - "right": "issue:43475", - "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3 vision output missing fpn_position_embeddings are separate missing-attribute bugs in different models." + "reason": "Both are save-related, but one is quantized model saving and the other is Pipeline.save_pretrained." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import conflicts with datasets are unrelated." + "reason": "Qwen3.5 label propagation is unrelated to the Trainer import issue." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction; separate code paths." + "reason": "Different missing-attribute bugs in different model configs/outputs." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 and wrong tokenizer decoder type are different tokenizer regressions." + "reason": "Same model family, but resize_token_embeddings and bidirectional attention are distinct behaviors." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules and different dependency updates." + "reason": "Both are import errors, but they involve different symbols and different dependency boundaries." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Both involve chat-template / chat-completions, but one is request validation and the other is tokenization crash on assistant tool-call messages." + "reason": "Flash-Attention support gating is unrelated to invalid GenerationConfig handling." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44483", + "right": "issue:46369", "accept": false, - "reason": "Flash Attention 2 support for NemotronH and invalid GenerationConfig for GLM-5 are unrelated model-specific issues." + "reason": "Chat-completions API validation and SAM3-LiteText memory overflow are unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix and saving Pipelines are different serialization behaviors." + "reason": "Loading models with base_model_prefix is unrelated to saving Pipeline objects." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores and Pipeline save_pretrained failure are not the same issue." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Missing Gemma config attribute and patchtsmixer post_init validity are unrelated model config constraints." + "reason": "Docs mismatch for return_all_scores has nothing to do with pipeline serialization." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python version support breakage in transformers 5.1.0 and Python 3.14 load failures are different compatibility issues." + "reason": "Both are environment compatibility issues, but for different Python versions and failure modes." }, { - "left": "issue:43867", + "left": "issue:43824", "right": "issue:45216", "accept": false, - "reason": "Sorted state_dict loading error and incorrect Qwen3.5 saved checkpoint are both save/load-related, but the concrete failure modes do not match." + "reason": "Qwen2_5_VL import exposure and Qwen3.5 checkpoint save correctness are unrelated." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Different Qwen3.5/Gemma4 model families and different bugs." + "reason": "Different model configs and failures: attention masking vs head_dim validation." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated config/model-shape issues." + "reason": "Flash-Attention backend support and invalid generation config are unrelated problems." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a v5 loading bug for Qwen3-VL-Moe; the other is fp8 inference support, not the same code-path issue." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different request handling bugs in different APIs/components." + }, + { + "left": "issue:44514", + "right": "issue:46369", "accept": false, - "reason": "Two AttributeErrors, but for different config fields in different models." + "reason": "Batched chat template crash is unrelated to SAM3-LiteText memory overflow." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attention output regression and Qwen3.5 checkpoint corruption are separate bugs." + "reason": "CLIP output-field regression and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:36683", - "right": "issue:44625", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error and PatchTSMixer post_init validation are different bugs." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading regressions for different architectures and release versions." + }, + { + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Gemma3Config missing vocab_size and Qwen3.5 num_labels propagation are different config-synchronization bugs." + "reason": "Python-version support problems, but not the same version or failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the verdicts are conservative overall. The only accepted pair, 43618 \u2194 43761, is plausibly the same CLIP vision output-field regression; the other pairs are appropriately rejected with cautious reasons." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 53, "review_unit_count": 57, "status": "reviewed", @@ -16342,7 +16447,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28282", "issue:33453", @@ -16369,6 +16474,7 @@ "issue:44246", "issue:44355", "issue:44360", + "issue:44387", "issue:44492", "issue:44556", "issue:44734", @@ -16379,7 +16485,6 @@ "issue:45071", "issue:45125", "issue:45278", - "issue:45310", "issue:45357", "issue:45375", "issue:45440", @@ -16394,7 +16499,6 @@ "issue:46664" ], "soft_pairs": [ - "issue:43992|issue:45310", "issue:43064|issue:44492", "issue:44075|issue:46365", "issue:43010|issue:45278", @@ -16413,220 +16517,227 @@ "issue:43992|issue:45478", "issue:28282|issue:33453", "issue:43618|issue:46285", - "issue:44360|issue:45440", "issue:43618|issue:44857", + "issue:44360|issue:45440", "issue:42890|issue:44964", "issue:42890|issue:44112", - "issue:42898|issue:46664", "issue:42890|issue:45600", + "issue:42898|issue:46664", "issue:43502|issue:44062", - "issue:43874|issue:46617", - "issue:43723|issue:44556", "issue:44222|issue:45125", - "issue:44734|issue:46617" + "issue:43723|issue:44556", + "issue:44734|issue:46617", + "issue:43874|issue:46617", + "issue:44387|issue:44556" ], - "prepared_review_unit_hash": "ff9ba39342a7407dc307aa18a48639a5d48533bd9d82c58be1df391966d23ec7", + "prepared_review_unit_hash": "98b4605ba6625908c21aaa2946eba5fce3f5ed20180be8a1eb7348796ccc85f4", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36255, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a broad cluster of mostly unrelated v5-era import/load/regression reports. The soft pairs are mostly only loosely similar on surface wording, and none meet a strict duplicate threshold.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 45278 is the broadest representative symptom in the set: a general breakage report after upgrading from 4.57.0 to 5.5.0, matching the cluster\u2019s overall import/load regression theme better than the narrower model-specific bugs.", + "summary": "This cluster is mostly a loose bag of unrelated Transformers regressions that only look similar at the title level (import/load/tokenizer/config/model bugs, CI flakes, and performance issues). None of the soft-edge pairs look like the same underlying bug/change, so I reject all of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must represent the cluster, #45278 is the broadest umbrella for post-v5 import/load regressions, but the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best single anchor for the cluster because it captures the widest user-visible regression among the listed issues and is most likely to subsume nearby upgrade/import failures.", + "best_issue_reason": "#45278 is the best umbrella issue here because it is the most general post-upgrade regression report and closest to the dominant theme of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Both are loading errors, but they concern different models and different failure modes (missing embed_tokens.weight vs Qwen3.5 Moe from_pretrained error)." - }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer-state corruption in training is unrelated to a cache-strategy typo." + "reason": "Different bugs: FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "One is about ignored SGD args; the other is an import dependency interaction with datasets." + "reason": "Different failure modes: SGD args ignored vs importing Trainer breaking until datasets is uninstalled." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache/update no_grad behavior is a concrete code-path issue; the other is a broad import regression report, not the same bug." + "reason": "One is about cache/layer update methods needing no_grad; the other is a broad import regression after upgrade." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Generic compiled-file import failures are different from the specific DebertaV2 JIT parsing/comment issue." + "reason": "Compiled Python file errors are unrelated to the Python 3.13 JIT script parsing indentation issue." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are different problems." + "reason": "Both are version-compatibility complaints, but one is a Python 3.14 load failure and the other is PretrainedConfig type checking in v5.4.0." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "A state_dict loading-order problem is not the same as a missing vision-config field being dropped by strict validation." + "reason": "One reports sorted state_dict loading problems; the other is a missing Qwen3.5 vision config field silently dropped by strict config handling." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Model load failure and Gemma token roundtrip failure are unrelated." + "reason": "State_dict loading order issues are unrelated to Gemma pipeline roundtrip failure on the underscore token." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to the FSDP2/PEFT optimizer-state bug." + "reason": "Gemma3Config missing vocab_size is a config attribute bug, not the distributed training optimizer-state issue in FSDP2+PEFT." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test failures, but one is seed-related flakiness and the other is an xdist file race." + "reason": "One is missing set_seed() in a specific model integration test; the other is a pytest-xdist race on captured_info.txt." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both mention import slowness, but one is a specific import-star cleanup proposal and the other is an intermittent import slowdown report without the same concrete cause." + "reason": "Import-time slowdown from import * cleanup is unrelated to intermittent long import transformers behavior." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A cache no_grad fix and a broad 'too many models break' complaint are not the same underlying change or bug." + "reason": "A no_grad decoration bug for cache updates is not the same as a vague 'v5 breaks too many models' report." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are distinct symptoms with different likely causes." + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM under tp are related only at a high level, not the same concrete bug." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Loading error from sorted state_dict keys is not the same as saving incorrect visual encoder keys." + "reason": "Loading state_dicts out of order is not the same as Qwen3.5 save_pretrained writing wrong visual encoder keys." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init policy are unrelated." + "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy change are different model-specific issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad behavior is unrelated to a Python-version compatibility failure." + "reason": "Cache update no_grad and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different models and different load errors; not the same duplicate." + "reason": "UMT5Encoder missing embed_tokens.weight is a loading bug, while 5.4.0 Qwen3.5 Moe from_pretrained error is a separate model regression." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch causes an ImportError, while tokenizer loading regression is a separate issue." + "reason": "PyTorch missing ImportError and tokenizer-loading regression are different import paths and different root causes." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but one is about attentions fields and the other is an architectural inconsistency in text_model presence." + "reason": "CLIP attentions regression and CLIP text model structure inconsistency are related only by model family, not by the same bug." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "A DSA/ReLU discussion is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "A CLIP output field regression is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "CLIP attentions handling and a float16 AMP crash in LwDetrImageLoss are unrelated." + "reason": "DSA indexer lacking ReLU is unrelated to DeepseekV3MoE diverging from remote implementation." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness is not the same as a Phi-4 multimodal loading failure." + "reason": "A flaky integration test due to seeding is not the same as failure to load Phi-4 multimodal model on latest transformers." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test issues, but they have different roots and different failing components." + "reason": "Missing set_seed in a test and a stale device override CI failure are different test/CI issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Sam3LiteText auto_mappings CI breakage is unrelated to the Sam HQ integration test seed problem." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior and video num_frames semantics are different API changes." + "reason": "clean_up_tokenization_spaces v5 behavior change is unrelated to SmolVLM num_frames semantics." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-loading API requests leaking is unrelated to AddedToken receiving duplicate special kwargs." + "reason": "local_files_only still triggering API requests is a network/offline bug, not a tokenizers.AddedToken special-argument error." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "A missing image-patch-count method and a cache FileNotFoundError are different load failures." + "reason": "FP8 save_pretrained on MoE and missing _tp_plan for Qwen3_5Moe are different tensor-parallel/model save issues." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to merge." + "reason": "Tokenizer loading in v5 and reload failure for checkpoints trained on v4.57 after upgrading to v5.2/v5.3 are not the same root cause." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are unrelated." + "reason": "KV cache continuation tensor indexing in serve is unrelated to loading trust_remote_code models from cache." }, { - "left": "issue:44734", + "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation tensor indexing and trust_remote_code cache file lookup are different bugs." + "reason": "GLM46V image patch counting bug is a multimodal processor issue, not a cached trust_remote_code FileNotFoundError." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization reserved-memory growth is a CUDA memory issue, not a checkpoint reload compatibility problem." } ] }, @@ -16640,7 +16751,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 54, "review_unit_count": 57, "status": "reviewed", @@ -16648,7 +16759,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:27957", "issue:30333", @@ -16678,19 +16789,19 @@ "issue:44351", "issue:44355", "issue:44360", - "issue:44387", "issue:44485", "issue:44556", "issue:44655", "issue:44749", "issue:44908", - "issue:44938", "issue:44961", "issue:45071", "issue:45125", + "issue:45362", "issue:45375", "issue:45468", "issue:45478", + "issue:45850", "issue:46132", "issue:46143", "issue:46144", @@ -16699,9 +16810,8 @@ "issue:46664" ], "soft_pairs": [ - "issue:44387|issue:44556", - "issue:43010|issue:43065", "issue:43824|issue:46617", + "issue:43010|issue:43065", "issue:43502|issue:44485", "issue:43576|issue:46132", "issue:45125|issue:45478", @@ -16717,8 +16827,8 @@ "issue:30333|issue:36296", "issue:43299|issue:44556", "issue:44355|issue:45071", - "issue:44355|issue:44655", "issue:33453|issue:34689", + "issue:44355|issue:44655", "issue:27957|issue:33453", "issue:42757|issue:43576", "issue:43576|issue:45071", @@ -16726,281 +16836,282 @@ "issue:31795|issue:38617", "issue:43576|issue:43824", "issue:44961|issue:45468", - "issue:44485|issue:44961", "issue:44351|issue:46617", + "issue:44485|issue:44961", "issue:44908|issue:44961", - "issue:43576|issue:44938", + "issue:38617|issue:43576", "issue:36296|issue:43901", "issue:46143|issue:46144", "issue:44222|issue:44230", "issue:36296|issue:43526", "issue:43475|issue:46617", - "issue:44315|issue:46209", "issue:41628|issue:42548", - "issue:44485|issue:46664" + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850" ], - "prepared_review_unit_hash": "9aaba30b02073f4b5300869b96fc9c49eb8793237766bae54a988205265d4910", + "prepared_review_unit_hash": "506f984b0154ed5cc02bd38eb5a8f16c653ed3609ceeb031adf068e1290b1d43", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 38108, - "estimated_input_tokens": 9527, - "estimated_eval_tokens": 19310 + "serialized_chars": 38064, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No convincing duplicate cluster emerges here. The titles overlap mostly at a generic level (v5, loading, import errors, docs), but the underlying bugs and code paths are different, so I would not merge any soft pair.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is justified: this set spans unrelated regressions across imports, model loading, docs, training, tensor parallelism, FP8, and vision/audio components.", + "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly around v5 regressions and import/loading problems; none of the soft pairs look like true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical duplicate stands out: the items span different bugs (imports, loading, docs, tensor parallelism, CLI, vision, FP8, and cache behavior).", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, 43576 is the broadest v5 regression report with the clearest cross-cutting impact, but it still is not a duplicate hub for the rest.", + "best_issue_reason": "issue:43576 is the clearest concrete user-facing regression and the best representative issue if one must be chosen, but it does not cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Both mention v5 regressions, but one is int4 OOM/memory growth and the other is checkpoint reload failure; different failure modes and code paths." + "reason": "Both involve loading failures, but one is a missing export/import and the other is a cache FileNotFoundError; different code paths." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated component bugs." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "ImportError for a specific Qwen2.5-VL class is not the same as a FileNotFoundError when loading a trust_remote_code model from cache." + "reason": "Cache update no-grad behavior and Sam3PixelDecoder dummy Conv2d are unrelated bugs." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are different issues." + "reason": "A local_files_only network leak and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior are separate CLI vs API problems." + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior are different issues." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan for tensor parallelism while the other is a from_pretrained loading regression." + "reason": "Both mention Qwen3.5 MoE loading, but one is tensor-parallel `_tp_plan` and the other is a generic from_pretrained failure; not enough to treat as the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training and tokenizer loading regression are unrelated." + "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and the Chinese report about slower filtering after upgrade are not the same bug." + "reason": "Compiled Python file errors and the data filtering slowdown are different failure modes." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan missing and strict-dropping of a Qwen3.5MoeVisionConfig field are different model/config issues." + "reason": "Qwen3.5 MoE tensor-parallel support and a missing vision config field are separate model bugs." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Missing PreTrainedModel export and missing HybridCache export are distinct import errors." + "reason": "Different import errors for different symbols; same general symptom, not the same underlying issue." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation internals, but cache update no_grad and post-sync_gpus kwargs updating are different code paths." + "reason": "Both touch generation state, but one is about `@torch.no_grad` on cache updates and the other is about `_update_model_kwargs_for_generation` after `sync_gpus`." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang and documentation confusion about forward arguments are unrelated." + "reason": "Sentence-Transformers loading hangs and documentation confusion in `model.forward` are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Unexpected API requests with local_files_only and FP8 save_pretrained behavior are different concerns." + "reason": "`local_files_only=True` network requests and FP8 `save_pretrained` are separate bugs." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "A network-usage bug and an empty-title issue are not related." + "reason": "`local_files_only=True` leakage and a raccoon placeholder issue are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and the unrelated 'racoon' issue do not match." + "reason": "Docs still referencing `pipeline()` and the raccoon issue are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting and tensor-parallel training are separate problems." + "reason": "MLFlow reporting and tensor-parallel training are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are upgrade/loading regressions, but they affect different models and symptoms, so they are not the same concrete bug." + "reason": "Qwen3VL MoE loading breakage and a checkpoint reload regression after version upgrade are related only at a broad version-compatibility level." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file load errors and PretrainedConfig type-checking breakage are unrelated." + "reason": "Compiled file errors and `PretrainedConfig` type-checking breakage are unrelated." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Compiled Python file failures and inability to save Pipeline objects are different issues." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different model-specific failures." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model loading breakage are separate load bugs." + "reason": "Compiled Python file errors and pipeline save_pretrained issues are unrelated." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + "reason": "Flash Attention 2 support for XLM-Roberta and tokenizer loading regression are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub export and broken transformers env command are different API/CLI regressions." + "reason": "Missing `is_offline_mode` import and broken `transformers env` command are different CLI/API issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and PretrainedConfig type checking are unrelated v5 issues." + "reason": "Broken `transformers env` CLI and `PretrainedConfig` type-checking are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel not applied with `model_init` and a DSA indexer ReLU discussion are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an import error for layer_type_validation are not the same bug." + "reason": "Docs confusion around `forward` args and a missing import symbol are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env regression and Qwen2.5-VL import error are different failures." + "reason": "Broken CLI environment command and a missing Qwen2.5-VL export are different issues." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The 'racoon' issue contains no evidence of sharing the Gemma-4 audio positional encoding bug." + "reason": "Raccoon placeholder issue and Gemma-4 audio positional encoding bug are unrelated." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "GLM-5 RoPE implementation and the unrelated 'racoon' issue are not duplicates." + "reason": "Missing `HybridCache` import and cache FileNotFoundError are both loading-related but not the same code path." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Importing HybridCache from transformers and loading a trust_remote_code model from cache are different error classes and code paths." + "reason": "GLM-5 RoPE implementation and raccoon are unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwarg handling and the unrelated 'racoon' issue do not match." + "reason": "Scheduler kwargs bug and raccoon are unrelated." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Broken env command in v5 and Python 3.14 load failure are distinct compatibility issues." + "reason": "Missing import symbol and broken `transformers env` command are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and docs mentioning return_all_scores are unrelated." + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is about kwargs propagation and the other about attention-interface usage; not the same concrete bug." + "reason": "RoFormer kwargs propagation and attention-interface usage are adjacent but not the same concrete bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained/moe and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are related theme-wise but not the same code-path problem." + "reason": "FP8 save_pretrained for MoE and FP8 inference support are separate tasks." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Missing Sam3VisionEncoderOutput attribute and cache FileNotFoundError are different bugs." + "reason": "Sam3 vision encoder attribute error and trust_remote_code cache FileNotFoundError are different failures." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Liger Kernel application and FP8 inference on B200 are unrelated issues." + "reason": "Missing `AutoImageProcessor` import and missing `PreTrainedModel` import are different export regressions." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing exports." + "reason": "Both mention model execution performance/inference, but Liger Kernel model_init and FP8 B200 inference are different bugs." }, { "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": "Qwen3.5 chat crash and the generic 'v5 breaks too many models' complaint are not the same concrete bug." } ] }, @@ -17014,7 +17125,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 55, "review_unit_count": 57, "status": "reviewed", @@ -17022,7 +17133,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:31795", "issue:33453", @@ -17062,8 +17173,8 @@ "issue:45230", "issue:45278", "issue:45341", - "issue:45362", "issue:45381", + "issue:45468", "issue:45478", "issue:45542", "issue:45753", @@ -17074,33 +17185,32 @@ "issue:46664" ], "soft_pairs": [ - "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44273|issue:45542", "issue:44360|issue:46664", - "issue:44623|issue:45230", "issue:44038|issue:45125", + "issue:44623|issue:45230", "issue:44273|issue:45003", - "issue:44393|issue:45753", "issue:44393|issue:45071", + "issue:44393|issue:45753", "issue:45381|issue:46664", - "issue:43576|issue:44556", "issue:41669|issue:43673", + "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:45278|issue:45850", - "issue:44230|issue:46095", "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:42890|issue:44908", "issue:43408|issue:44315", + "issue:44230|issue:46095", + "issue:42890|issue:44908", "issue:44246|issue:44273", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44704|issue:44908", "issue:43976|issue:44393", + "issue:44704|issue:44908", "issue:44908|issue:45071", "issue:44295|issue:45230", "issue:44297|issue:45230", @@ -17114,282 +17224,283 @@ "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:44315|issue:44829", - "issue:43576|issue:44273" + "issue:43576|issue:44273", + "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "a49ae9501034ade8cae99cc43ca1f6a338b074cf3548ac6354887173573d5cbd", + "prepared_review_unit_hash": "ec28338619b78d999c2a1ebab7dc05c54435e0ae261ccbe56e56cc3bf64b1f22", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39443, - "estimated_input_tokens": 9861, - "estimated_eval_tokens": 19978 + "serialized_chars": 39445, + "estimated_input_tokens": 9862, + "estimated_eval_tokens": 19980 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers v5 regressions, model-specific failures, and import/load issues. I do not see any soft pair that is clearly the same underlying bug/change, so I would not merge any of the candidate edges.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report ('Since 5.0 version it breaks too many models') and best reflects the shared v5-regression theme across the cluster, even though it is not a strict duplicate of the others.", + "summary": "The soft pairs are mostly superficial topic matches (imports, v5 regressions, Qwen/VL, cache, docs), but they describe different bugs or changes. None of the candidate edges look like the same underlying issue closely enough to merge.", + "confidence": 0.88, + "canonical_issue_reason": "issue:41669 is the most concrete and actionable issue here: a specific import-performance regression with a clear suspected cause and measurable impact, making it the strongest representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best cluster representative because it is the most general summary of the widespread v5 breakage reports.", + "best_issue_reason": "issue:41669 is the best global issue candidate because it is specific, technically grounded, and representative of a real root-cause-style regression rather than a vague symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Generic v5 breakage is too broad; this is a specific Qwen3.5 chat crash, not the same bug." - }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache failure and a cache-strategy typo are different issues." + "reason": "Both mention cache-related behavior, but one is a generation cache bug and the other is a typo in cache strategy docs; different issues." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regressions and tensorboard-without-TF backend errors are unrelated." + "reason": "One is lazy loading/import behavior, the other is a TensorFlow backend error from tensorboard-only installs; unrelated code paths." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video frame semantics." + "reason": "DSA/ReLU discussion and a SmolVLM video-frame inconsistency are unrelated bugs." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Missing processor save files is not the same as a vague bug report." + "reason": "Both involve Qwen3 MoE, but one is a general model support bug and the other is missing tensor-parallel metadata; not the same fix." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Both involve Qwen3/MoE, but one is a model bug and the other is tensor-parallel config support." + "reason": "issue:45230 is too generic to match the specific processor save_pretrained file-missing bug." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading and unsafe sys.modules access are different failure modes." + "reason": "Lazy loading/import behavior and unsafe sys.modules access are related only at a high level, not the same underlying bug." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Both are Qwen3-VL related, but one is 2D box output hallucination and the other is an infinite loop on a specific image." + "reason": "A Qwen3-VL output/error issue and a PretrainedConfig type-checking regression are different problems." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "A vision-model output bug is not the same as a PretrainedConfig type-checking regression." + "reason": "Both are Qwen3-family multimodal bugs, but one is 2D box hallucination/error and the other is an infinite-loop case on a specific image; not the same change." }, { "left": "issue:45381", "right": "issue:46664", "accept": false, - "reason": "Video position-id corruption and num_frames semantics are distinct processor bugs." + "reason": "Both concern video-related inputs, but they affect different models and different semantics (vision_position_ids vs num_frames)." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are different v5 regressions." + "reason": "Import-time slowdown from import * usage is not the same as a missing generation cache during chunked prefill." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Import-star/lazy-loading performance issues are not the same as cache-missing during chunked prefill." + "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility; different failures." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the broad v5 breakage report." + "reason": "A specific Llama4Config attribute error is not the same as a broad statement that v5 breaks many models." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both mention v5 compatibility, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility." + "reason": "Both involve loading older checkpoints after v5, but they affect different model families and likely different incompatibilities." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx missing is a model-specific config regression, not the umbrella v5 report." + "reason": "A missing StableLmConfig attribute is a concrete model bug, not the same as a generic complaint about many broken models." }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "General import errors after upgrade are broader, but still not the same concrete issue as the umbrella complaint." - }, - { - "left": "issue:44230", - "right": "issue:46095", + { + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight-conversion script request." + "reason": "A broad import-error report after upgrade is not the same as a generic statement that v5 breaks too many models." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as broad v5 breakage." + "reason": "A typo in cache strategy docs is not the same as a broad model-breakage report." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo have no direct overlap." + "reason": "TF32 API settings and cache strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star removal/import slowdown is not the same as a specific Qwen3_5ForCausalLM import failure." + "reason": "Both are import-related, but one is import-time performance and the other is a missing module export for a specific model class." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Sam3 model-type mismatch and Liger Kernel not applied in model_init are different initialization issues." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion tooling." + }, + { + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "A model-type warning and Liger Kernel application in model_init are different problems." + "reason": "A missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import performance and lazy-loading correctness are related only loosely, not the same bug." + "reason": "Slow import and broken lazy loading may be related in theme, but this is not enough to treat them as the same underlying bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for Nemotron is unrelated to Qwen3-VL 2D box output errors." + "reason": "Flash Attention 2 support for Nemotron and Qwen3-VL bounding-box errors are separate model issues." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Environment CLI breakage and scheduler kwargs handling are different code paths." + "reason": "The env command regression and scheduler kwargs bug are unrelated." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "AutoProcessor cached_file kwargs and scheduler kwargs are unrelated." + "reason": "Python version compatibility and a Qwen3-VL output bug are different problems." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Python version support regression is unrelated to a vision-model output bug." + "reason": "Processor kwargs passthrough and scheduler configuration handling are unrelated code paths." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs and config type checking do not share the same underlying defect." + "reason": "A scheduler bug and a PretrainedConfig type-checking regression are different failures." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer handling is not the same as an unspecified bug report." + "reason": "A position_ids buffer access bug is not the same as an unspecified generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is a specific bug, not a generic report." + "reason": "Tokenizer save_pretrained metadata mismatch is a specific bug, not the same as a generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star/lazy-loading performance problems are not the same as missing HybridCache exports." + "reason": "Both are import-related, but one concerns import performance and the other a missing top-level export." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time slowdown is unrelated to a testing_utils bug." + "reason": "Import-performance regression and a testing_utils bug do not describe the same issue." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility regression is not the same as generic v5 model breakage." + "reason": "Python compatibility and broad v5 breakage are different categories of problem." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Qwen3-VL bbox hallucination/error and Qwen3.5 MoE from_pretrained failure are distinct model bugs." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support issues are unrelated to a missing Qwen3_5ForCausalLM import." + "reason": "Python support and a missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weight-key attribute errors are different model-internals issues." + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are different initialization/utility bugs." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs handling." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are different issues." + "reason": "Documentation confusion around forward arguments and a tokenizer loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied in model_init and flash_attention_3 training degeneration are unrelated." + "reason": "Liger Kernel not applied in model_init and flash_attention_3 training degeneration are different model/training bugs." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading correctness are different v5-related regressions, not one bug." + "reason": "The env command regression and lazy loading/import behavior are both v5-adjacent but not the same code-path problem." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion and Gemma-4 audio positional encoding are unrelated." } ] }, @@ -17403,7 +17514,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 56, "review_unit_count": 57, "status": "reviewed", @@ -17411,7 +17522,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:28348", "issue:30333", @@ -17435,12 +17546,12 @@ "issue:43606", "issue:43618", "issue:43704", + "issue:43717", "issue:44230", "issue:44261", "issue:44263", "issue:44273", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", "issue:44623", @@ -17457,22 +17568,22 @@ "issue:45850", "issue:46018", "issue:46095", + "issue:46144", "issue:46172", "issue:46218", "issue:46655" ], "soft_pairs": [ "issue:43519|issue:46655", - "issue:44360|issue:45468", - "issue:44655|issue:44861", "issue:44273|issue:44908", - "issue:45230|issue:45310", + "issue:44655|issue:44861", "issue:43576|issue:46218", + "issue:45230|issue:45310", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", - "issue:46018|issue:46172", "issue:31795|issue:34689", + "issue:46018|issue:46172", "issue:31515|issue:31795", "issue:43704|issue:44485", "issue:44485|issue:45468", @@ -17502,146 +17613,141 @@ "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", - "issue:44230|issue:45310", "issue:31515|issue:33453", - "issue:43298|issue:44230" + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "612e541b6a4ad3789237a84ef682e150478c3b9c0c9f17d05296cf3f70e2a5f5", + "prepared_review_unit_hash": "ef29cfd2c0dc727639e249303c8e358971678f566b61ddaf9277f407831eb834", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 39011, - "estimated_input_tokens": 9753, - "estimated_eval_tokens": 19762 + "serialized_chars": 39572, + "estimated_input_tokens": 9893, + "estimated_eval_tokens": 20042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate: the set is a heterogeneous mix of model-specific bugs, loading regressions, docs issues, feature requests, and unrelated failures. I would not merge any of the suggested pairs.", - "confidence": 0.95, - "canonical_issue_reason": "issue:33453 is the clearest concrete regression among the loading-related subset, but the overall cluster is too heterogeneous for a strong canonical beyond that.", + "summary": "This cluster is mostly a bag of loosely similar but distinct issue reports across different models, loaders, tokenizers, processors, and v5 regressions. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 33453 ('Regression in tokenizer loading') is one of the clearest, most specific regression reports in the set and is a reasonable representative anchor; the rest are mostly unrelated or only broadly similar.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the best available anchor because it is a concrete, self-contained loading regression and more reusable than the model-specific or unrelated reports; however, it is still only a loose fit for the full cluster.", + "best_issue_reason": "Issue 33453 is the strongest standalone issue candidate because it is concrete, user-facing, and narrowly scoped compared with the more generic or ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Different processor bugs in different models: timestamp calculation vs padding calculation." + "reason": "Both mention processor output bugs, but they affect different models and different calculations (timestamp vs padding); not the same underlying defect." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Unrelated subsystems and failures: DSA indexer ReLU vs Gemma-4 audio positional encoding." + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated code paths." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Different code paths: saving Pipeline objects vs _get_tied_weight_keys AttributeError." + "reason": "Saving pipelines and tied-weight key handling are different serialization issues; no clear shared bug." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "Lazy loading behavior is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Broken 'transformers env' command and inability to import Qwen3_5ForCausalLM are unrelated failures." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared concrete bug." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "CLI env command breakage is not the same as a model import failure." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; too little evidence they are the same issue." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different models and bugs: Qwen3VL timestamp logic vs GLM-5 RoPE implementation." + "reason": "Different models and different problems: Qwen3VL timestamp math vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math is unrelated to scheduler parameter plumbing." + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-* cleanup/perf issue is unrelated to the VRAM leak in dataloader threads." + "reason": "Import-star cleanup/perf concerns do not match a VRAM leak in multi-dataloader-thread inference." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a tensor transpose bug are different code-path problems." + "reason": "Documentation confusion in forward args is not the same as a model-loading breakage for Llama 3.2 Vision." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Documentation confusion is not the same as a model-loading regression." + "reason": "DeepSeek-V4 gating logic and a comb tensor transpose/dtype issue are different defects." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading slowdown and documentation ambiguity are different issues." + "reason": "Slow from_pretrained checkpoint loading and forward-pass documentation confusion are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded inference does not match a RoPE implementation discussion." + "reason": "A VRAM leak in Qwen3ForCausalLM is not the same as a GLM-5 RoPE implementation issue." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and different math paths; not the same bug." + "reason": "Both are model-specific, but they describe different architectures and different bugs." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage is unrelated to timestamp calculation." + "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are different subsystems." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a VRAM leak are unrelated." + "reason": "TF32 settings behavior and a Qwen3ForCausalLM VRAM leak are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Too broad/vague v5 breakage is not the same concrete bug as a Qwen import error." + "reason": "A broad '5.0 breaks many models' complaint does not match a specific Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and missing save_pretrained files are different failures." + "reason": "Processor timestamp math and missing save_pretrained files are different bugs." }, { "left": "issue:43606", @@ -17653,139 +17759,151 @@ "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values bug does not match Gemma-4 audio encoding." + "reason": "torch.split return handling in a GLM MoE indexer is not the same as Gemma-4 audio encoding logic." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Precision error in MLA layernorm is unrelated to Gemma-4 audio positional encoding." + "reason": "A missing rms_norm_eps precision issue in MLA does not match Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and a DeepSeek weight conversion question are different feature areas." + "reason": "Continuous batching for audio models and a DeepSeek-V4 weight conversion question are not the same bug/change." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug and VRAM leak are unrelated." + "reason": "Processor timestamp math and multi-thread VRAM leakage are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different fixes." + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are both import errors but for different symbols and likely different causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for Nemotron is unrelated to a Qwen import failure." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is not the same as a Qwen3_5 import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer behavior, but one is a behavior difference and the other a wrong decoder type; not the same bug." + "reason": "Both are tokenizer-v5 regressions, but one is general behavior drift and the other is an incorrect decoder type; too weak to treat as the same concrete bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 Flash Attention 2.0 support request is not the same as a generic Flash Attention 2.0 issue." + "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support and a generic Flash Attention 2.0 request are not enough to prove the same underlying change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the spam/invalid report." + "reason": "Scheduler kwargs handling and an unrelated placeholder issue ('Unemployment') are not connected." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies is unrelated to the invalid title." + "reason": "Cache strategy typo and an unrelated placeholder issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the invalid report." + "reason": "CLIPOutput attentions behavior and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Invalid/spam report and a broad v5 breakage complaint are not duplicates." + "reason": "A placeholder issue and a broad v5 breakage complaint are not the same underlying problem." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the invalid report." + "reason": "Python 3.14 load failure and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and apply_chat_template tool-call crash are different code paths." + "reason": "Tied-weight key crashes and chat template tool-call crashes are unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading and a missing import name are different problems." + "reason": "Slow checkpoint loading and a missing layer_type_validation import are different loading problems." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." + "reason": "Missing pad_token_id in Llama4Config is not the same as tied-weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key crashes are different config/serialization bugs." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are different models and distinct support gaps." + "reason": "Both reference Flash Attention 2.0, but one is GPT2LMHeadModel support while the other is NemotronH support; different model-specific changes." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request is unrelated to missing processor.save_pretrained files." + "reason": "FP8 support request and missing processor save_pretrained files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to checkpoint loading performance." + "reason": "MLFlow reporting on training failure and slow from_pretrained checkpoint loading have no shared code path." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading slowness and tensor-parallel training bugs are not the same issue." + "reason": "Checkpoint load slowness and tensor-parallel training bugs are different issues." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:31515", + "right": "issue:33453", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained failure are different problems." + "reason": "Slow checkpoint loading and tokenizer loading regression are both loading-related but not the same bug." }, { - "left": "issue:31515", - "right": "issue:33453", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Both are loading-related, but one is slow checkpoint loading and the other is a tokenizer-loading regression; not the same bug." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE inference and a from_pretrained regression are different concerns." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 support are unrelated." + "reason": "Continuous batching for audio models and FP8 inference support are not the same change." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights behavior in Mamba/Mamba-2 and RoFormer attention-interface usage are unrelated model implementation issues." } ] }, @@ -17799,7 +17917,7 @@ { "label": "issue", "component_index": 1, - "component_count": 22, + "component_count": 23, "review_unit_index": 57, "review_unit_count": 57, "status": "reviewed", @@ -17807,20 +17925,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-476", + "cluster_id": "cluster-10000-477", "nodes": [ "issue:37934", "issue:42936", "issue:43240", "issue:43668", - "issue:43717", "issue:43813", "issue:44031", "issue:46018", "issue:46144" ], "soft_pairs": [ - "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", "issue:42936|issue:43240", @@ -17828,111 +17944,105 @@ "issue:42936|issue:44031", "issue:42936|issue:46144", "issue:42936|issue:43813", - "issue:43240|issue:43668", "issue:43668|issue:43813", + "issue:43240|issue:43668", "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "1c55e55ec313330ef91410557d0892bb6d6ca92a284e6a9892e5a8bfc53ed1c2", + "prepared_review_unit_hash": "2c0cd1a31e14ef4c6914c60b2de47cb22a9e325ab5e3bdc261239513c6bb4ba2", "component_budget": { - "node_count": 476, - "item_count": 476, - "soft_pair_count": 1755, - "serialized_chars": 909280, - "estimated_input_tokens": 227320, - "estimated_eval_tokens": 454896 + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8610, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7773, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the issues span unrelated models, configs, tokenizer warnings, and small correctness/typing fixes. None of the soft pairs describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #42936 is the strongest standalone bug report in the set: it describes a concrete implementation omission with an active discussion, while the other items are unrelated to it.", + "summary": "These issues are heterogeneous and do not appear to describe one underlying bug or change. The soft-similarity matches are superficial (mostly generic wording like incorrect behavior, warnings, or missing interface usage) and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #42936 is the best anchor for the cluster because it is the most concrete and actionable report; the rest are mostly unrelated or narrower cleanup items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Mamba/Mamba-2 init_weights behavior and RoFormer attention interface are different code paths and bugs." - }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model issues." + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating; different models and code paths." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint mistake in ModernBERTConfig is not the same as tokenizer regex warning behavior." + "reason": "A ModernBERT config type-hint typo is unrelated to tokenizer regex warnings; one is a config annotation issue, the other is a runtime warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "One is about Mask2Former ignore_value usage; the other is about kwargs not reaching a loss function." + "reason": "Mask2former ignore_value usage is not the same as kwargs not being forwarded to a loss function; different failure modes and locations." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs propagation and RoFormer attention interface are different bugs in different subsystems." + "reason": "Missing kwargs in loss calculation is unrelated to RoFormer not using the attention interface." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss masking and tokenizer regex warnings are unrelated failure modes." + "reason": "Mask2former loss-target handling and tokenizer regex warnings are unrelated subsystems with no shared bug path." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value and RoFormer attention interface do not describe the same underlying problem." + "reason": "Mask2former ignore_value behavior is unrelated to RoFormer attention dispatch/interface usage." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2Former missing-use bug is unrelated to a quantization typo in another area." + "reason": "A loss/label-handling issue is unrelated to a typo in a quantization-operation attribute name." }, { - "left": "issue:43240", - "right": "issue:43668", + "left": "issue:43668", + "right": "issue:43813", "accept": false, - "reason": "Passing kwargs to loss code and fixing an incorrect type hint are not the same change." + "reason": "Incorrect type hint in ModernBERTConfig and a typo in quantization conversion code are unrelated." }, { - "left": "issue:43668", - "right": "issue:43813", + "left": "issue:43240", + "right": "issue:43668", "accept": false, - "reason": "ModernBERTConfig typing and a quantization-operation typo are distinct cleanup issues." + "reason": "Forwarding kwargs to a loss function is unrelated to an incorrect config type hint." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm RMS-norm behavior and ModernBERTConfig norm_eps typing concern different components and symptoms." + "reason": "Llama4TextL2Norm vs RMS norm semantics are unrelated to ModernBERT norm_eps type hints." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERTConfig norm_eps typing are unrelated issues." + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are separate issues with no common code path." } ] }, @@ -17946,7 +18056,7 @@ { "label": "issue", "component_index": 2, - "component_count": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17965,7 +18075,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "455ecc031685a3d30704ea0885304de515496f1de3785c20ab7fce581cf7338a", + "prepared_review_unit_hash": "686c46bdabb25ff68457693fd5b8fe62b1d4e77335f32e4b7358511045f1b90a", "component_budget": { "node_count": 3, "item_count": 3, @@ -17987,30 +18097,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are about unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. There is no duplicate cluster here.", + "summary": "These three issues are not duplicates: they concern token truncation behavior, scheduler-like functionality, and Wav2Vec2 word offset extraction.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items describe different products/features and do not share the same underlying bug or change.", + "canonical_issue_reason": "No canonical issue: the three items describe unrelated feature requests in different parts of the library.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it is not a duplicate of the others.", + "best_issue_reason": "No single issue is a good cluster representative because there is no shared underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Tokenizer truncation direction and Wav2Vec2 word timestamp extraction are unrelated features in different code paths." + "reason": "Different features: truncation strategy for tokenization vs. word boundary timestamps in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation behavior and learning-rate scheduler functionality are completely different requests." + "reason": "Unrelated requests: tokenizer truncation direction vs. ReduceLROnPlateau-like scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "ReduceLROnPlateau-like training control and speech word boundary offsets do not describe the same problem." + "reason": "Different subsystems and goals: learning-rate scheduling vs. Wav2Vec2 time offsets." } ] }, @@ -18024,7 +18134,7 @@ { "label": "issue", "component_index": 3, - "component_count": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18042,7 +18152,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "d4e0e7b79e724df758e2fa16f9f2872655bbb1b9d12b599fc03601d3bbd46598", + "prepared_review_unit_hash": "d3a9e7faac228f1bdbc5f295879c40cb08305ce4b98bb4dd71f0eaa34d4af809", "component_budget": { "node_count": 3, "item_count": 3, @@ -18064,24 +18174,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set: one issue is about Tapas tokenization, one about private-model auth/download errors, and one about loading bert-base-uncased. The only partial overlap is between the two model-loading issues, but their titles point to different failure modes.", - "confidence": 0.89, - "canonical_issue_reason": "16618 is the broadest and most central model-loading report, but it still appears distinct from the private-download/auth issue and the Tapas tokenization bug.", + "summary": "These issues do not look like duplicates of one another. One is about Tapas tokenization differing from TensorFlow, while the other two are model-loading failures with different apparent causes (private-model authentication vs a generic public model load error).", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the reports are about different bugs. If forced to choose the broadest user-facing problem, #16618 is the most generic model-loading complaint.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the best anchor for the cluster because it is the most general and most discussed issue, even though it is not a true duplicate of the others.", + "best_issue_reason": "#16618 is the best issue candidate only in the sense that it is the broadest and most central of the model-load related reports, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatches are unrelated to a failure to load bert-base-uncased; different subsystem and different bug." + "reason": "Different problem domains: tokenization parity vs model loading. No evidence they share the same underlying code path or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model loading/downloads, but one is specifically private-model access without login while the other is a generic bert-base-uncased load failure; not the same concrete bug." + "reason": "Both mention model download/load failures, but #15980 is specifically a private-model login/authentication error while #16618 is a generic 'can't load bert-base-uncased' report. Too different to treat as the same bug." } ] }, @@ -18095,7 +18205,7 @@ { "label": "issue", "component_index": 4, - "component_count": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18111,12 +18221,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "db645671ddd09d1f8db6428429ce66a4b8c6a9b50f16a2fb4c2a7e1e89dcc76f", + "prepared_review_unit_hash": "d448cd59a7fe81ad91c92cbff14e87b888d3e67b8cd779d6864c2ed59dfa65fd", "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 }, @@ -18124,7 +18234,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -18133,18 +18243,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature-request issues: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share only a broad \u201ccommunity contribution\u201d framing, not the same underlying bug or change.", + "summary": "The two issues are unrelated feature requests: one for broader Flash Attention 2 architecture support, the other for broader GGUF architecture support. They share only a generic contribution framing, not the same underlying bug or change.", "confidence": 0.98, - "canonical_issue_reason": "Issue 26350 is the clearer canonical issue because it was created earlier and has substantially more discussion, indicating it is the more established thread for its own feature request.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the best issue representative for the cluster only in the sense that it is the older, more active thread; however, the cluster is not truly duplicate-worthy since the requests are different.", + "best_issue_reason": "No single canonical issue applies here; these are distinct feature requests for different subsystems and should be tracked separately.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: these request different capabilities for different architectures (Flash Attention 2 vs GGUF). They are not the same underlying bug/change and should not be merged." + "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF). The overlap is only in wording about adding support for more architectures, not the same change." } ] }, @@ -18158,7 +18268,7 @@ { "label": "issue", "component_index": 5, - "component_count": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18203,184 +18313,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "4cd1acf5ac6a5bfdca6518cd29c9bcf6818f4eabc01886a36779f33b5baea9bf", + "prepared_review_unit_hash": "5cb8e0a4e40d062dbe8572524ddfbc5d4a28093fa54708ae5efd46e6bed4ea62", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13527, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13527, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster splits into two real duplicate pockets: the English placeholder-title issues and the identical Thai-title pair. The language-specific translation requests remain separate, and cross-pocket similarity is not enough to merge them into one duplicate set.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue for the whole cluster: the evidence supports two separate duplicate pockets rather than one unified set. If a representative is needed, it should be chosen within the English placeholder pocket, not across pockets.", + "summary": "The packet supports two likely duplicate subgroups, not a single cluster-wide duplicate set: the generic i18n placeholder-template issues, and the Thai-titled pair. The Turkish, Spanish, and Romanian translation requests look like separate language-specific issues and should not be merged across languages.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43834 is the best canonical for the generic-template subgroup: it is the earliest placeholder-title issue and is very close to 44365 and 44370.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43834 is the best global representative because it is the earliest item in the strongest English placeholder subgroup and matches the other placeholder issues closely; the Thai pair should be handled as a separate duplicate pocket.", + "best_issue_reason": "If one issue should anchor the cluster, 43834 is the strongest choice because it represents the larger generic-template duplicate subgroup and predates the near-identical follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs generic placeholder template; similar theme, but not the same issue." + "reason": "Turkish translation request vs generic placeholder-template issue; same broad topic, but not the same underlying task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different concrete language request versus placeholder title; no evidence of a true duplicate." + "reason": "Different underlying requests: Turkish language-specific issue versus generic template issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request is distinct from the placeholder subgroup and should not be merged with it." + "reason": "Turkish-specific translation request is distinct from the generic placeholder-template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian), so these are separate requests." + "reason": "Different languages and different requests; not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish), so these are separate requests." + "reason": "Turkish vs Spanish translation requests are distinct language-specific issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request versus placeholder template; related area, but not the same request." + "reason": "Spanish translation request is separate from the generic template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request versus placeholder template; not enough to call them duplicates." + "reason": "Spanish-specific request versus generic placeholder-template issue; not the same bug or task." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian), so these are separate issues." + "reason": "Different language targets (Spanish vs Romanian), so these are separate requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request versus placeholder template; similar wording alone is insufficient." + "reason": "Spanish translation request is not the same as the generic template issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request versus placeholder issue; same broad theme, but not the same concrete task." + "reason": "Romanian translation request vs generic placeholder-template issue; only superficial similarity." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request versus placeholder issue; no direct evidence they are duplicates." + "reason": "Romanian-specific request is distinct from the generic template issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request is distinct from the generic placeholder subgroup." + "reason": "Romanian translation request and generic template issue are not the same underlying task." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian request versus Thai-language issue; soft similarity is not enough to merge." + "reason": "Romanian request and Thai-titled issue are different language-specific requests." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian request versus Thai-language issue; same broad topic, different concrete issue." + "reason": "Romanian request and Thai-titled issue are different language-specific requests." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Near-identical placeholder translation issues with the same template and highly similar bodies." + "reason": "Same generic placeholder title and near-identical body shape; this looks like the same template translation issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder-title template and almost identical body content; same underlying issue." + "reason": "Same generic placeholder-template translation issue with essentially the same content structure." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different duplicate pocket: English placeholder template versus Thai title; similarity alone is not enough." + "reason": "Generic template issue versus Thai-titled issue; not the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different duplicate pocket: English placeholder template versus Thai title; treat as separate cluster." + "reason": "Generic template issue versus Thai-titled issue; only broad translation similarity." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder subgroup with nearly identical content; clearly the same underlying request." + "reason": "Same generic placeholder-template issue; titles and bodies are closely aligned." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Cross-pocket match between English placeholder and Thai issue; too weak to merge conservatively." + "reason": "Generic template issue and Thai-titled issue are unrelated duplicate candidates." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Cross-pocket match between English placeholder and Thai issue; not enough evidence for a duplicate." + "reason": "Generic template issue and Thai-titled issue are not the same issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Cross-pocket match between English placeholder and Thai issue; identical body length is not sufficient." + "reason": "Generic template issue versus Thai-titled issue; different underlying requests." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Cross-pocket match between English placeholder and Thai issue; same theme, different duplicate pocket." + "reason": "Generic template issue versus Thai-titled issue; not duplicates." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and identical body length; strongest duplicate match in the cluster." + "reason": "Exact same Thai title and matching body shape indicate the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster is only well-supported as two separate near-duplicate pockets: the English placeholder-title issues (43834/44365/44370) and the identical Thai-title pair (46222/46226). The accepted cross-pairs between those two pockets overstate the evidence; the packet only shows soft similarity and identical body lengths, not enough to conservatively treat them as the same duplicate set. The language-specific issues (27088/28936/38435) should remain separate as you noted, but the cross-subgroup duplicate verdicts should be rejected." + "feedback": "The cluster summary is a bit too strong. The packet supports two highly similar groups, but it does not fully justify calling the generic-template set an \"exact-match subgroup\" or asserting that these are the only true duplicates with that level of certainty. A more conservative phrasing would be that there are two likely duplicate subgroups: the placeholder i18n-template issues and the Thai-titled pair, while the Turkish/Spanish/Romanian requests remain distinct language-specific issues." }, "evaluator_used": true, "retried": true, @@ -18391,7 +18501,7 @@ { "label": "issue", "component_index": 6, - "component_count": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18425,8 +18535,8 @@ "issue:36817|issue:43671", "issue:36817|issue:36879", "issue:36879|issue:41211", - "issue:36879|issue:43909", "issue:36879|issue:44121", + "issue:36879|issue:43909", "issue:36879|issue:43837", "issue:36879|issue:43671", "issue:37015|issue:43837", @@ -18462,12 +18572,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "9e81a3001fc65823eac29f12ef2e6f1563885c092f93eb53f9c71bb533a69e80", + "prepared_review_unit_hash": "6ceb908413b7eb7663e55bbfc2e6b031fba93c86ae577c18899048b6d93964c7", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24142, + "serialized_chars": 24141, "estimated_input_tokens": 6036, "estimated_eval_tokens": 12328 }, @@ -18475,7 +18585,7 @@ "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24142, + "serialized_chars": 24141, "estimated_input_tokens": 6036, "estimated_eval_tokens": 12328 }, @@ -18484,60 +18594,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose similarity cluster of many different model-add/support requests. They share broad wording, but they target different concrete models or features, so there are no true duplicates here.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43671 is the most central and representative concrete request in this noisy similarity cluster, so it is the least-bad anchor even though the items are not duplicates.", + "summary": "These items are only loosely similar model-request issues; they do not appear to be duplicates of the same underlying bug or change. They span different model families and features, so no merge-worthy issue cluster emerges.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the titles describe different models/features (e.g. EuroBert, DEIMv2, Qwen3-TTS/ASR, Voxtral TTS, Granite SWA+sink), and the shared similarity is just the generic 'add model' request template.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the best standalone representative of the cluster because it is a clear model-support request and has the strongest connectivity, but the cluster is too broad for true deduping.", + "best_issue_reason": "No clear best issue for deduplication; any one would be only a loose representative of a broad set of unrelated model-add requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different models: EuroBert vs DEIMv2." + "reason": "EuroBert config support and DEIMv2 are different model requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different model requests: EuroBert config support vs Qwen3-TTS." + "reason": "EuroBert and Qwen3-TTS are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families: EuroBert vs RF-DETR." + "reason": "EuroBert config and RF-DETR are different architectures and requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are unrelated model additions." + "reason": "RF-DETR and DEIMv2 are separate model requests." }, { "left": "issue:36879", - "right": "issue:43909", + "right": "issue:44121", "accept": false, - "reason": "RF-DETR is not the same as LFM2.5 Audio 1.5B." + "reason": "RF-DETR and circuit-sparsity transformer are unrelated models." }, { "left": "issue:36879", - "right": "issue:44121", + "right": "issue:43909", "accept": false, - "reason": "Object detection model vs weight-sparse transformer request." + "reason": "RF-DETR and LFM2.5 Audio target different domains and code paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR is unrelated to Qwen3-ASR support." + "reason": "RF-DETR and Qwen3-ASR are not the same feature." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different concrete additions." + "reason": "RF-DETR and Qwen3-TTS are distinct model integrations." }, { "left": "issue:37015", @@ -18549,187 +18659,187 @@ "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer are distinct changes." + "reason": "NeoBERT and weight-sparse transformer support are unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is unrelated to LFM2.5 Audio 1.5B." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models and code paths." + "reason": "RF-DETR and NeoBERT are separate model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model additions." + "reason": "NeoBERT and ModernVBERT are different models despite similar names." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request vs Qwen3-ASR support." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are not the same change." + "reason": "MiniCPM3 and circuit-sparsity transformer are different code paths." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are distinct additions." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are unrelated model support requests." + "reason": "MiniCPM3 and Voxtral TTS are unrelated model integrations." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model targets." + "reason": "DEIMv2 and Qwen3-TTS are separate models." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." + "reason": "ModernVBERT and Qwen3-ASR are not duplicates." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different concrete requests." + "reason": "ModernVBERT and Qwen3-TTS are different model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Specific ModernVBERT support vs broad BERT-like RoPE request." + "reason": "ModernVBERT models and BERT-like models with RoPE are different requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS are not the same underlying change." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Model architecture request vs an unrelated personal-name issue." + "reason": "BERT-like RoPE support and an unrelated closed issue title are not the same change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Related family, but TTS and ASR are different concrete support changes." + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Different models: Qwen3-TTS vs Voxtral-4B-TTS-2603." + "reason": "Qwen3-TTS and Voxtral TTS are distinct model support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is not the same as adding the weight-sparse transformer." + "reason": "Qwen3-TTS and the weight-sparse transformer request are different features." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model integrations." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech models." + "reason": "Qwen3-ASR and LFM2.5 Audio are not the same underlying request." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE are unrelated model additions." + "reason": "Qwen3-ASR and EUPE are unrelated model proposals." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request are different code paths." + "reason": "Qwen3-ASR and circuit-sparsity transformer support are different code paths." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model request vs SAM3-LiteText are unrelated." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink option are different changes." + "reason": "LFM2.5 Audio and Granite SWA+sink option are unrelated requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request vs EUPE model request." + "reason": "Weight-sparse transformer support and EUPE are different model changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks/models." + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated models." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model/architecture requests." + "reason": "EUPE and TIPSv2 are different vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and the name-only issue are unrelated." + "reason": "ModernVBERT models and Mirko Privitera are not the same issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the name-only issue are unrelated." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." } ] }, @@ -18743,7 +18853,7 @@ { "label": "issue", "component_index": 7, - "component_count": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18759,7 +18869,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "9c8fffc9c79ddd21269b01aa91967d7e553ba3f6fa507dd5d81b6a22fd1ec0a5", + "prepared_review_unit_hash": "5041523edd7fd67d02068ec03ff3379b13789ecff4f4d3884d9054be86fa9cf5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18781,18 +18891,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is a closed docs request about adding Pruna as an optimization framework, and the other is an open technical issue about a Vision RoPE refactor. They concern entirely different areas and change types.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #46443 is the better canonical issue for this cluster because it is the substantive open technical problem; #38740 is a closed documentation/proposal request and not the same topic.", + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and not a duplicate signal.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the reports cover different subsystems and different kinds of work (documentation vs. vision model refactor).", "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the strongest issue artifact here because it describes a concrete code-path/refactor area, whereas #38740 is only a docs addition request.", + "best_issue_reason": "Issue 46443 is the more substantive code-related item, but it is not a duplicate of the docs-only Pruna request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and scopes: docs proposal for Pruna vs Vision RoPE refactor. No shared code path, filenames, or explicit linkage indicating the same underlying bug/change." + "reason": "Different topics, different domains, and no shared files or explicit target; this is not the same underlying bug or change." } ] }, @@ -18806,7 +18916,7 @@ { "label": "issue", "component_index": 8, - "component_count": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18822,7 +18932,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "4c3e365f69b4ec0737373e39d782cc4bd99c0bf9b34c823a605b25697501c7ce", + "prepared_review_unit_hash": "b7b22a908231f2e7e21d3f4722b54158dcbe88acb8bc03cfb13d7b14f56832df", "component_budget": { "node_count": 2, "item_count": 2, @@ -18844,18 +18954,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one concerns block decoding, while the other requests DeepSeek v3.2 support. They should not be clustered as duplicates.", + "summary": "These two issues are not duplicates: one is an ambiguous request about block decoding, while the other is a specific feature request for DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "DeepSeek v3.2 support is the more concrete, actionable issue title; \"Set Block Decoding\" is too vague to serve as a clear cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics with no shared code-path or explicit linkage: \"Set Block Decoding\" vs \"DeepSeek v3.2 support\"." + "reason": "Different requests and likely different code paths: block decoding versus adding support for a specific model version." } ] }, @@ -18869,7 +18979,70 @@ { "label": "issue", "component_index": 9, - "component_count": 22, + "component_count": 23, + "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": "cdf0a87ee7ece085aa19c0ea76aa8c4d064db1dc5434a5b48414eeb617c5e411", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like separate feature requests in the same general family of memory-saving model components, but they target different mechanisms: FLCE/TiledFusedLogitsLoss support in `from_pretrained()` versus integrating TiledMLP. Not a duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41306 is the more concrete request, centered on a specific flag/workflow gap in `from_pretrained()` for TiledFusedLogitsLoss (LigerFusedLinearCrossEntropy / FLCE).", + "canonical_pr_reason": null, + "best_issue_reason": "41306 is the best representative issue because it has a narrowly defined API integration problem and is easier to act on than the broader TiledMLP memory-footprint idea.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one is about enabling a specific FLCE/TiledFusedLogitsLoss flag during model loading, the other is a separate proposal to add TiledMLP for memory reduction. Same broad optimization theme, but not the same bug or fix." + } + ] + }, + "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": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18885,7 +19058,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "fcb5bd8c129d8a56bbda2046be157b1ca5f102812e9fad984006c319dbc163c6", + "prepared_review_unit_hash": "68d6ce5fd9fef8e9ddbb472dd2217847b6e163039a0b362af1b88f8977afb4e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18907,18 +19080,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43598 is the more concrete, narrowly scoped request: it names a specific Trainer behavior (`remove_unused_column`) and asks for better customizability.", + "summary": "These are related only at a high level (Trainer customizability / custom trainers) but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43598 is the cleaner cluster anchor because it is a concrete, narrowly scoped Trainer behavior question with a specific knob (`remove_unused_column`).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best representative of the cluster because it is the clearest actionable code-path change, whereas 43600 is a separate metric/estimation concern.", + "best_issue_reason": "#43598 is more representative of the apparent theme of Trainer customization; #43600 is a separate FLOPS-accounting concern and not a good stand-in for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share only the broad Trainer/customization theme. One concerns input column pruning, the other FLOPS estimation for custom trainers; these are different underlying bugs and would not be fixed by one change." + "reason": "Different underlying bugs/features: one concerns unused-column removal in Trainer, the other concerns FLOPS estimation for custom trainers. Similar surface area, but not the same change or fix." } ] }, @@ -18931,8 +19104,8 @@ }, { "label": "issue", - "component_index": 10, - "component_count": 22, + "component_index": 11, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18948,12 +19121,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "9e869e2e04e7ee202cf17780abcf8e3184f23555916f4f823c946bd45ecada1e", + "prepared_review_unit_hash": "03f658a02e88aacce71e869bd00e646e81f7402896675364106774e1447182a9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18961,7 +19134,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18970,18 +19143,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are only superficially similar: both ask for new Qwen model support, but one is about AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other is a separate AutoModelForSequenceClassification feature request for Qwen3.5. They should not be treated as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "43684 is the broader, more general registration request and is the better cluster anchor if one must be chosen; 44405 targets a different model family and a different task head.", + "summary": "These are related only at a high level (Qwen model support), but they request different capabilities for different model families and task heads, so they should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43684 is the broader upstream request: registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It is the cleaner anchor for this cluster, while #44405 is a separate task-specific request for Qwen3.5 sequence classification.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the most representative of the only common theme here (model registration/support), but it does not subsume 44405's distinct sequence-classification request.", + "best_issue_reason": "#43684 is the best issue to keep as the canonical representative because it covers the wider model-registration change and is less specialized than #44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model variants and different capabilities: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Shared wording is not enough to indicate the same underlying change." + "reason": "Do not treat as duplicates: one asks for Qwen3-Omni auto-class registration, the other asks for Qwen3.5 sequence-classification support. Different model families and different code paths." } ] }, @@ -18994,8 +19167,8 @@ }, { "label": "issue", - "component_index": 11, - "component_count": 22, + "component_index": 12, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19018,12 +19191,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "c4c23fde8091e907088ff85b527fa386f7149d7f6516ceaff981461b65715fb9", + "prepared_review_unit_hash": "e0047f6f08a3317c30694781e3cf627580903535e594b2933b2107b5e6539a63", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -19031,7 +19204,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -19040,62 +19213,65 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "43845/43846/43859 look like near-identical vague issues, but there isn\u2019t enough concrete detail to safely collapse them; 43835 appears unrelated. No PRs are present.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43845 is the earliest of the three 'huggingface' issues and the best representative if one must be chosen, but the evidence is too thin to treat the others as confirmed duplicates.", + "summary": "The three \"huggingface\" issues look like duplicates of the same report; the differently titled \"Fett\" issue does not have enough evidence to join that group. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43859 is the strongest representative among the likely duplicates because it has the same title as the others and is the only one with any discussion activity, suggesting slightly more context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the strongest cluster representative because it is one of the repeated 'huggingface' reports and has the earliest timestamp among the closest matches.", + "best_issue_reason": "Issue 43859 is the best global issue candidate for the same reason: it appears to be part of the duplicate \"huggingface\" set and has the most engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface'); no substantive evidence of the same underlying issue." + "reason": "Different titles and no body/details to show the same underlying bug; similarity alone is too weak." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface'); no shared concrete details to justify a duplicate merge." + "reason": "Different titles and no concrete evidence they describe the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface'); too little information to link them as the same issue." + "reason": "The \"Fett\" report is not clearly the same problem as the \"huggingface\" reports." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "The titles match, but they are too generic and there is no concrete description or target to confirm the same bug." + "accept": true, + "reason": "Exact same title and near-identical timing strongly suggest duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Near-identical vague titles are not enough on their own to prove the same underlying issue." + "accept": true, + "reason": "Same title and same apparent topic; likely duplicate reports of the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same generic 'huggingface' title, but no substantive evidence that these are the same report." + "accept": true, + "reason": "Same title and same apparent topic; likely duplicate reports of the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the exact same title, while 43835 is different and lacks evidence tying it to that set. The canonical/best-issue choice of 43859 is conservative and supported by its only slightly higher discussion activity. No PRs are present, and the soft-edge verdicts stay within the evidence available." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 12, - "component_count": 22, + "component_index": 13, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19122,88 +19298,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "83f066781ba4ad7db8e4d71290d81bc7cac7f7aaa99c67be40453caae4cdadb1", + "prepared_review_unit_hash": "e8b327dfbeaf2ad801d0cd8f9d693a7d43211149e69581598527656e744caa5a", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-information/spam-like issues with no actionable bug or change description. The two non-identical titles also look unrelated, so there is no safe duplicate consolidation here.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "All items are low-information spam or generic placeholders with no concrete bug/report content, so there is no credible duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "No issue stands out as a real canonical report; the titles are generic/spam-like and the bodies contain no actionable details, repro, or shared target.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the earliest of the identical '' issues and is the least arbitrary representative, but none of these issues describe a real underlying bug/change well enough to serve as a meaningful canonical target.", + "best_issue_reason": "None of these issues is suitable as a canonical issue because they do not describe a substantive problem and provide no usable linking evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same spam-like placeholder title, but no substantive bug/change is described, so this is not a safe duplicate match." + "reason": "Both are spam-like placeholders with no descriptive body or shared technical problem." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same spam-like placeholder title, but the content is too thin to confirm a shared underlying issue." + "reason": "Same pattern of generic spam content; no evidence they report the same issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a documentation enhancement request; they do not look like the same issue." + "reason": "One is spam and the other is a vague documentation request; not the same underlying report." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a different spammy-sounding title; no concrete shared bug or change is visible." + "reason": "Spam placeholder versus unrelated titled issue; no concrete overlap in bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + "reason": "A vague documentation suggestion does not match a spam placeholder as a duplicate." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + "reason": "No shared specific problem statement; the items are too generic to merge as duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are identical spam placeholders, but there is no real issue description to justify treating them as the same bug/change." + "reason": "Both are spam-like, but there is no substantive evidence they describe the same underlying bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a distinct titled issue; no evidence of one concrete shared problem." + "reason": "Spam placeholder and unrelated titled issue; insufficient evidence of duplication." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a distinct titled issue; no evidence of one concrete shared problem." + "reason": "No concrete shared bug, change, or target; reject as duplicate pair." } ] }, @@ -19216,8 +19392,8 @@ }, { "label": "issue", - "component_index": 13, - "component_count": 22, + "component_index": 14, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19233,46 +19409,46 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "baed8f40dca467624ca5e2ce5bc2bbf2fb5009c8af83fae05b901a949c2cae9e", + "prepared_review_unit_hash": "0cfbe8e0c06baceadba83926519f2e4cfa6c01bfed58aa02c63ab7b7811ee116", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues look very similar and may be near-duplicates, but the evidence is only soft similarity (same title, close body length, Jaccard overlap) rather than direct content confirmation. #45145 is the better representative because it is earlier and already has inbound references.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it was created first and already has inbound references, while #45151 appears to be a later near-duplicate report.", + "summary": "The two issues share the exact same title and moderate soft similarity, so they are likely related and possibly duplicate reports, but the evidence is not strong enough to treat them as near-identical duplicates with high confidence.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best cluster representative because it is the earliest report and has the most established reference activity.", + "best_issue_reason": "Issue #45145 is the best representative issue for the cluster for the same reasons: earliest creation and slightly stronger linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Same title and similar body metrics suggest a likely duplicate, but the evidence provided is only soft_similarity, so I can't confirm they are the same underlying issue with enough confidence." + "reason": "The titles match exactly and the soft similarity is moderate, but there is no deterministic match, no shared targets/files, and no body-level evidence that they are the same underlying report. This supports related/possibly duplicate, not a confident duplicate acceptance." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet only supports a soft similarity match, not a definitive duplicate. Same title and similar body lengths/Jaccard justify a likely-duplicate assessment, but the analyst states the issues \"are duplicates\" and that the body content is \"highly similar\" without direct body evidence. The canonical choice of the earlier issue is fine, but the soft-edge verdict and summary are a bit too strong for the available evidence." + "feedback": "The packet supports that these issues share the same title and have moderate soft similarity, but it does not establish that they are \"near-identical duplicates\" or that the body content is highly similar with high confidence. The soft-edge acceptance is a bit too strong for the evidence available, especially since deterministic_accept is false and the only pair evidence is soft_similarity. A more conservative verdict would be that they are likely related and possibly duplicates, not definitively duplicate reports." }, "evaluator_used": true, "retried": true, @@ -19282,8 +19458,8 @@ }, { "label": "issue", - "component_index": 14, - "component_count": 22, + "component_index": 15, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19336,8 +19512,8 @@ }, { "label": "issue", - "component_index": 15, - "component_count": 22, + "component_index": 16, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19353,40 +19529,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "0c7f5dfa0831aa9f63e91589c8f1b44c3f2b0054472445c04077e0af40d1a155", + "prepared_review_unit_hash": "73e9d20da3143af175385012ee21b44ba904352c4536a9dcce549233a6ed3429", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different 4-bit inference bugs: one is a Gemma4/audio-module uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion regression caused by llm_int8_skip_modules. They share the same general quantized-inference context but not the same underlying failure path.", + "summary": "These issues are related only at a very broad 4-bit inference level, but they describe different failure modes and should not be treated as duplicates.", "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue: the titles and described failures point to distinct root causes in different code paths, so they should not be deduplicated.", + "canonical_issue_reason": "No single canonical issue fits: 45672 reports a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, while 45674 reports llm_int8_skip_modules clearing the default lm_head exclusion and triggering an AssertionError. Different root causes and symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45674 is the better representative issue because it describes a broader, library-level regression with a clearer config-driven failure mode; issue:45672 is a narrower model-specific symptom.", + "best_issue_reason": "Issue 45674 is the better standalone representative because it states a concrete config bug with a clearer, generally actionable reproduction path; 45672 is a more model-specific symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the failures are different: Gemma4/audio-module uint8 torch.finfo TypeError versus BitsAndBytesConfig lm_head exclusion being cleared by llm_int8_skip_modules. Different bug, not a duplicate." + "reason": "Reject: the titles and described failures point to different bugs\u2014one is a uint8/torch.finfo TypeError in Gemma4 audio modules, the other is a BitsAndBytesConfig exclusion regression causing AssertionError. Shared 4-bit inference context is too broad." } ] }, @@ -19399,8 +19575,8 @@ }, { "label": "issue", - "component_index": 16, - "component_count": 22, + "component_index": 17, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19416,40 +19592,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "3daf4129d24e51b0865c6246b2b9fe3b3f23bc99b8001942c5b67afbaac149f6", + "prepared_review_unit_hash": "cc188b837ea06bb8a3ed9d32ae6b9996166e8a6fe8ac2edb0cd466a422c9ddc9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are unrelated personal-name/date entries and do not appear to describe the same underlying bug or request. Do not deduplicate or cluster them together.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the titles reference different people and dates, with no body content, links, or other evidence of the same problem.", + "summary": "The two issues are only loosely similar in having the same surname, but the titles appear to be unrelated personal-name placeholders with no body or technical content. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative because the items appear unrelated rather than duplicate reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates; no shared description, links, or evidence of the same underlying issue." + "reason": "Same surname in the titles, but no evidence of the same underlying bug or request; these look like separate content-free issues." } ] }, @@ -19462,8 +19638,8 @@ }, { "label": "issue", - "component_index": 17, - "component_count": 22, + "component_index": 18, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19479,40 +19655,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "499e3e37b286d7d1aeaa2c55149b7d3ca6b08189a5530afbc4e0bfbdac6704f5", + "prepared_review_unit_hash": "24a5874e8e03a6c36b3d24dac191ffdbe16f4413de333cdd635da838f2a6e141", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not a duplicate pair; they have different person-name titles and only weak surface similarity (shared surname/date formatting). No code, targets, or discussion evidence suggests a common underlying bug or change.", + "summary": "The two closed issues contain only different personal-name/date titles and no body, links, or shared technical context, so they do not look like duplicates.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45764 is the slightly better representative only because it was created first; there is no substantive evidence that either issue should be canonical for the other.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles refer to different individuals and the only overlap is surname/date formatting, which is not enough to indicate the same underlying issue." + "reason": "Different subjects with no technical description, filenames, or issue links; the titles appear unrelated rather than the same underlying bug or request." } ] }, @@ -19525,8 +19701,8 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 22, + "component_index": 19, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19542,7 +19718,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "ae8e21904cd3f9c7dc67750c5660bd6aaf9c4bc58ac234346d6f6bd4b8160cf7", + "prepared_review_unit_hash": "6c12c48646df1b8cfa6a8c74d30a091e5ebee41ffef8fc693eb304004db744fc", "component_budget": { "node_count": 2, "item_count": 2, @@ -19564,18 +19740,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, the other requests FP8 training support. They concern different features and different code paths.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: issue 45810 is a model-class feature request, while issue 46295 is a training/runtime precision request; they are unrelated.", + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduplication here because the cluster does not represent one underlying bug or change.", + "best_issue_reason": "Issue #45810 is the more concrete and actionable feature request, with a specific model/API addition requested.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Reject: the requests are about different capabilities (new token classification model class vs FP8 training support) and do not describe the same underlying problem or change." + "reason": "Different feature areas and code paths: model class addition vs. FP8 training support. No indication they describe the same underlying bug or change." } ] }, @@ -19588,8 +19764,8 @@ }, { "label": "issue", - "component_index": 19, - "component_count": 22, + "component_index": 20, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19615,7 +19791,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "772e727a8a37ed70dd1876aad0f4ee720d2ccada5f00305f14dde55afe6557ae", + "prepared_review_unit_hash": "b120155e304ad89b38a8330bc19e7558bb58173142ed82670bccef64c084b249", "component_budget": { "node_count": 5, "item_count": 5, @@ -19637,77 +19813,77 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two likely duplicate pairs stand out: 45870/45871 and 45872/45873. 45869 is related by topic but appears to be a different request, so it should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "45872 is a reasonable canonical issue for the 45872/45873 pair because the titles match exactly and the body lengths match, so it can stand in for that same apparent request.", + "summary": "Two exact-duplicate issue pairs stand out: 45870/45871 and 45872/45873. The dataset/sample issue 45869 is related by topic but not the same report, so it should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45870 is the earliest exact duplicate in the repeated 'Example: Financial time series prediction with DataForge' pair, so it is the cleanest canonical representative for that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best overall issue candidate in this cluster because it anchors an exact-duplicate pair (45873) and has a specific title that distinguishes it from the more generic example issue.", + "best_issue_reason": "45870 is the best overall issue candidate because it is a clear duplicate target, appears earliest, and is a clean representative of one of the duplicate clusters.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial/DataForge topic, but the titles point to different requests: dataset/sample offer versus an example prediction issue." + "reason": "Same broad finance/data theme, but one is a dataset/sample promo and the other is an example writeup; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869 vs 45870: similar theme, but not the same apparent request." + "reason": "Related topic only; the dataset bundle and the example request are different artifacts, not duplicates." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching body length; they look like the same issue reported twice." + "reason": "Exact duplicate titles and matching issue shape indicate the same underlying example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different apparent requests: an example for financial time series prediction versus a financial time series + scraping service request." + "reason": "Both mention financial time series with DataForge, but one is the example request and the other adds a scraping service; different change/problem." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different apparent requests; only the broad DataForge/financial theme overlaps." + "reason": "Similar theme, but the scraping-service variant is a distinct request from the plain prediction example." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different titles and different apparent request types, so not a likely duplicate pair." + "reason": "Shared finance/DataForge context is too broad; these are different issue intents." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different apparent requests; shared topic is too broad to treat as a duplicate." + "reason": "Not the same underlying report: plain prediction example versus prediction plus scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching body length; they appear to be duplicate copies of the same issue." + "reason": "Exact duplicate titles and matching shape indicate the same underlying request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair calls are mostly well-grounded: 45870/45871 and 45872/45873 have identical titles and body lengths, so treating them as likely duplicates is conservative. However, the canonical/best-issue reasoning overstates the evidence: the packet does not contain bodies, so phrases like \"duplicated verbatim\" and \"more substantive\" are not supported, and \"strongest global issue candidate\" is not evidenced beyond title/body-length similarity. Please keep the language to \"likely duplicate\" / \"same apparent request\" and avoid claiming content-level distinctions that aren't in the packet." + "accept": true, + "feedback": "Grounded in the packet: 45870/45871 and 45872/45873 are exact title matches, while 45869 is only softly similar. The canonical choice of the earliest item in the 45870/45871 pair is conservative, and the non-duplicate verdicts for the cross-pair comparisons are appropriately cautious." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 20, - "component_count": 22, + "component_index": 21, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19723,7 +19899,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "543df39bec430c1d13a1ac7c4d276c5cc715cc9564d07efa4662236cccfa665c", + "prepared_review_unit_hash": "01c0e53624b3530721d45ac32e00c026b3d958e2b0bf8cc5de48c3e008560877", "component_budget": { "node_count": 2, "item_count": 2, @@ -19745,35 +19921,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are plausibly related because both point to the static-cache path and `linear_attention`, but the evidence here is only title-level similarity. That supports a tentative duplicate/cluster link, not a strong claim that they share the exact same root cause.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader failure mode in the static-cache/`early_initialization` path affecting linear-attention layers, whereas 46441 reads as a more model-specific crash symptom.", + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. Related subsystem, not clearly the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46439 is the stronger canonical issue because it describes a more general, code-path-specific problem (`early_initialization` corrupting linear-attention shapes) rather than a single model-specific crash report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest standalone report since it names the mechanism and the general corruption/runtime-error behavior, making it the best representative for this cluster.", + "best_issue_reason": "Issue 46441 is the best user-facing report if prioritizing reproducibility, since it names a concrete model (`Qwen3.5`), a specific setting, and the exact exception seen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", - "accept": true, - "reason": "Tentatively accept: both titles involve static cache and `linear_attention`, so they are a plausible same-bug cluster candidate. However, the packet only provides soft similarity and titles, so this should be treated as provisional rather than a proven shared root cause." + "accept": false, + "reason": "Same broad area (`static` cache + linear attention), but the errors differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same bug or could be fixed by one change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The linkage is plausible, but the analyst overstates the evidence available in the packet. We only have titles plus soft similarity, which support a conservative note that both issues involve static-cache and linear_attention, not a confident claim that they share the same root cause or that Qwen3.5/early_initialization applies to both. The soft-edge acceptance should be more tentative." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 21, - "component_count": 22, + "component_index": 22, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19789,7 +19962,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "dac62016dca354642595b0144a96235e40e9f4d012b0fbb95079319fb05155b3", + "prepared_review_unit_hash": "feee84f4ebbf9d834eb093dc214c0acfdd5dc05748202649f515c90e41f4e25c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19811,35 +19984,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are the same report with identical title/body about Wav2Vec2CTCTokenizer v5 mishandling the word delimiter as a special token. They should be clustered together, with the open issue as the better canonical record.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46552 is open and already has inbound references, so it is the better live tracker for the duplicated bug report.", + "summary": "The two issues appear to be duplicates of the same Wav2Vec2CTCTokenizer v5 bug: they have identical titles and matching body length, with no evidence of a different scope. Issue 46552 is the preferred canonical report because it is still open and already has inbound references.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is open, still active, and already has inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 is the strongest issue representative because it is the active duplicate target and carries the same exact report text as 46551.", + "best_issue_reason": "issue:46552 is the best issue to keep as the primary tracking item for this bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same body, same underlying tokenizer bug report; this is a direct duplicate." + "reason": "Identical titles and matching body length strongly indicate the same underlying bug, and there is no contrary evidence showing different reports." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The clustering is well grounded in the packet: both issues have identical titles, identical body lengths, and the pair has Jaccard 1.0 with only soft_similarity evidence. Choosing the open issue (46552) as the canonical tracker is also conservative and supported by its inbound references. No overstatement beyond the available evidence." + "accept": false, + "feedback": "The conclusion is mostly grounded, but it overstates the evidence in one key place: the packet does not expose the issue bodies, only equal body_length and identical titles. So saying the reports have \"matching titles and bodies\" or are \"effectively identical\" is stronger than the packet supports. A conservative summary would be that they appear to be duplicates/same bug based on identical titles and matching body length, with issue 46552 preferred as canonical because it is open and has inbound references." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 22, - "component_count": 22, + "component_index": 23, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19855,12 +20028,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "0050c78ae0f5b864f7eb05c083f52ffdc1b4dfe7bee60f2cb689ad7a086e2883", + "prepared_review_unit_hash": "1d175cc7c021bb2660181e333ff708e29d62ec6f349ba4b1090179c3d9a460dc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1566, + "serialized_chars": 1565, "estimated_input_tokens": 392, "estimated_eval_tokens": 1040 }, @@ -19868,7 +20041,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1566, + "serialized_chars": 1565, "estimated_input_tokens": 392, "estimated_eval_tokens": 1040 }, @@ -19877,18 +20050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like the same bug: one reports a tensor shape mismatch during object-detection training, while the other reports GPU memory exhaustion after several epochs in RT-DETR v2 training.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These two issues are not the same bug: one reports a tensor shape mismatch during object-detection training, while the other reports a later-epoch out-of-memory problem in RT-DETR v2.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46657 is the more concrete, code-path-specific report (tensor size mismatch) and is better suited as a representative issue than a separate OOM symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must represent the cluster, 46657 is the better anchor because it names a concrete, diagnosable failure mode; 46692 is a separate OOM problem with different remediation.", + "best_issue_reason": "Issue 46657 is the best issue to anchor the cluster because it describes a specific failure mode rather than a generic resource exhaustion symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying failures: tensor size mismatch vs out-of-memory. They share a training context, but not the same code-path bug." + "reason": "Different underlying problems: a tensor dimension mismatch vs. out-of-memory after some epochs. They may occur in the same training area, but they are not the same bug." } ] }, @@ -19948,160 +20121,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e2f1e58824852d3668674cbc54b28681493307842d3a338cde4eb1706727f361", + "prepared_review_unit_hash": "099089d78631ba29c5d63dc3c7c6f23176efc7046527b050221779e938e75e84", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38155, - "estimated_input_tokens": 9539, - "estimated_eval_tokens": 19334 + "serialized_chars": 38150, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38155, - "estimated_input_tokens": 9539, - "estimated_eval_tokens": 19334 + "serialized_chars": 38150, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is mostly unrelated PRs from different models/features. The only true duplicate-like pair is the two `fixed_cross_entropy` patches for issue #43240; the rest are only loosely related by subsystem or generic \u201csoft similarity\u201d and should stay separate.", + "summary": "Only the two `fixed_cross_entropy` PRs are true duplicates; the rest are separate model additions, docs, tests, or unrelated refactors that do not fix the same concrete code path.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the actual duplicate pair: it explicitly targets issue #43240 and directly fixes `fixed_cross_entropy` by forwarding supported `cross_entropy` kwargs. PR 43254 is a near-identical alternate patch to the same code path.", + "canonical_pr_reason": "PR 43251 is the best canonical representative of the only duplicate pair: it directly targets issue 43240 and contains the more complete `cross_entropy` kwargs forwarding fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the only real duplicate cluster because it has the explicit issue link, touches the same file, and implements the same concrete fix in the cleanest form.", + "best_pr_reason": "PR 43251 is the strongest global representative because it has the explicit issue link, clear intent, and broader implementation; 43254 is a narrower variant of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated model-addition PR vs. an executorch test change; no shared bug or mergeable code-path overlap." + "reason": "VideoPrism model/docs addition vs Executorch dynamic-shape export test; unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer utility patch vs. adding a new model; same broad area of Transformers, but not the same underlying change." + "reason": "Mistral tokenizer method fix vs adding MobileLLM; different models and code paths." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods and executorch export tests are different concerns." + "reason": "Tokenizer API fix vs Executorch export test; no shared underlying bug." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-registration / robustness changes are unrelated to adding MobileLLM." + "reason": "Processor/autoload robustness changes vs new MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix is unrelated to introducing MobileLLM." + "reason": "Loss utility kwargs fix vs MobileLLM model addition; not the same issue." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: loss utility kwargs handling vs. Mistral4 test/model changes." + "reason": "`cross_entropy` kwargs handling vs Mistral4 test/model work; different concrete problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape tests and Mistral4 fixes do not describe the same bug." + "reason": "Executorch dynamic-shape test vs Mistral4 test/model changes; separate concerns." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export tests are not the same change as MobileLLM model addition." + "reason": "Dynamic-shape export test vs model addition; no overlap in bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Model addition vs. class-resolution fix; no common underlying defect." + "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model scaffolding and Falcon output-interface refactoring are distinct changes." + "reason": "MobileLLM model addition vs Falcon output-collection refactor; different code paths." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Model addition and a model-creation skill draft are not the same artifact or fix." + "reason": "Falcon refactor vs a model-creation skill/documentation PR; not the same fix." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor and Mistral4 test fixes target different model internals." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill draft." + "reason": "Falcon standardized output refactor vs Mistral4 tests; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs. `layrnorm` renaming across CLIP-like models; not the same bug." + "reason": "Mistral4 test/model updates vs CLIP-family `layrnorm` renaming fix; different underlying bug." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat parsing updates are unrelated." + "reason": "Mistral4 work vs chat parsing/serve updates; separate changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration address different subsystems and failure modes." + "reason": "Mistral4 tests vs TDT loss kernel integration; unrelated code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes are not the same issue as config-resolution ordering in `modeling_utils`." + "reason": "Mistral4 work vs config-resolution ordering fix; different issue." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 PR and model-creation skill draft are unrelated." + "reason": "Model/test changes vs a draft model-creation skill; not a code duplicate." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill draft are not the same underlying change." + "reason": "MobileLLM model addition vs skill/documentation PR; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches fix the same concrete `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py` by forwarding supported kwargs to `nn.functional.cross_entropy`, and one can plausibly subsume the other." + "reason": "Both PRs patch `fixed_cross_entropy` in the same way to support extra `cross_entropy` kwargs for the same issue; they are alternative implementations of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted pair, PR 43251/43254, is a plausible single-bugfix duplicate because both change `src/transformers/loss/loss_utils.py` for the same issue target (#43240) and implement the same `fixed_cross_entropy` kwargs forwarding. The remaining pairs are correctly left as unrelated soft similarities without overstating evidence." + "feedback": "The clustering is grounded in the packet: the only clearly duplicate pair is 43251/43254, which both edit `src/transformers/loss/loss_utils.py` for issue 43240 and are plausibly mergeable into one PR for the same bugfix. The other pairwise rejects are conservative and match the shown diffs/titles as separate model additions, docs, tests, or refactors." }, "evaluator_used": true, "retried": false, @@ -20128,7 +20295,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "9f6aca24fcf6c672600960b36b1abceaedba3adbab3987124966948a93974620", + "prepared_review_unit_hash": "62258fe36aedf42535f4aa56c157bac8b5cca22aac3cabd31da804d0b76b53e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20150,18 +20317,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are related to VibeVoice, but they are not duplicates: #40546 is the core VibeVoice implementation, while #42781 adds a separate realtime/acoustic-tokenizer extension and related generation changes.", - "confidence": 0.91, + "summary": "Both pull requests are VibeVoice-related integrations, but they target different scopes: an initial VibeVoice implementation vs a later VibeVoice Realtime expansion with an acoustic tokenizer. They are related, but not duplicates of the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the more central artifact: it introduces the base VibeVoice model, docs, auto-class wiring, and core conversion/modeling pieces. #42781 builds on the same model family but targets a different realtime variant with additional tokenizer/feature-extraction work.", + "canonical_pr_reason": "PR 42781 is the better canonical PR because it is the newer, broader VibeVoice submission and includes the realtime path plus the acoustic tokenizer work, making it the more representative artifact for this cluster.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative for the cluster because it is the primary end-to-end VibeVoice implementation. #42781 is a distinct follow-on change for realtime support, not a duplicate of the base model PR.", + "best_pr_reason": "PR 42781 is the best representative PR overall since it covers the more complete VibeVoice integration surface and subsumes the earlier model-only implementation in scope.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice filenames are not enough to call these duplicates. #40546 implements the base model, while #42781 adds realtime support plus acoustic tokenizer and generation updates; they address different concrete changes and would not plausibly be merged as one PR." + "reason": "Related VibeVoice work, but not the same underlying change: 40546 is the base VibeVoice implementation, while 42781 adds Realtime support and the acoustic tokenizer. They would not plausibly be merged as one duplicate PR." } ] }, @@ -20191,12 +20358,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f9e3ccdffbfd980ef252b29e8ba5cbbeb7e4e5f1c6787b7b10088350f2cb90e4", + "prepared_review_unit_hash": "56344ad6cd9aed4fc0886ccc2d73f5a1f13a3cac3bc046892216d37f850ff8a7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20204,7 +20371,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20213,18 +20380,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. The similarity is only superficial (model/docs/test support), so they should not be clustered as duplicates.", + "summary": "These PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests implement unrelated features for different model families, so neither can represent the cluster.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplicate triage: the PRs target different models and different concrete capabilities, so neither is a canonical representative of the other.", + "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they solve different problems in different subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support. Too broad/superficial to treat as the same PR." + "reason": "Different underlying changes: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix the same bug or implement the same change." } ] }, @@ -20317,12 +20484,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "f59cdad395855e3446ca2a8e1cf08467b45872d6ac0935efe1cc11a05659f922", + "prepared_review_unit_hash": "b6438b6d88766cbfc0967b3e4cd8e776e3deeffab501d4e13e83487b84777c7d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20330,7 +20497,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -20339,18 +20506,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are overlapping workflow-maintenance PRs, but they do not fix the same underlying problem. One is a Node 24 compatibility sweep for core GitHub Actions, while the other is a broader latest-version bump centered on docker/build-push-action and related workflow actions.", + "summary": "Two distinct workflow dependency-upgrade PRs, not duplicates: one is a broad GitHub Actions runtime/tooling compatibility sweep, the other is a docker/build-push-action bump.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different changesets and fix different upgrade paths, so neither should subsume the other as a duplicate.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical representative because the upgrades target different action families and different maintenance goals.", + "best_pr_reason": "Neither is a strong cluster representative because they are separate upgrade efforts; if forced, PR 42975 is the narrower Node 24 compatibility sweep, but it does not represent PR 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different upgrade tracks: 42975 is specifically for Node 24 compatibility of actions like checkout/cache/upload-artifact, while 42976 updates docker/build-push-action and other actions. They touch similar workflows but do not appear to be the same concrete fix." + "reason": "They share workflow files and both upgrade GitHub Actions, but they modify different actions for different reasons: PR 42975 focuses on checkout/cache/upload-artifact Node 24 compatibility, while PR 42976 bumps docker/build-push-action. Different concrete code paths, so not the same underlying change." } ] }, @@ -20396,106 +20563,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "87524226e9a0ba46d9cf2283eba982a9c62905bf51b01eff62b1b96bcf835409", + "prepared_review_unit_hash": "652a1fb83f066a9f1f7f503962e5ee2cdf3abe71aac9aa5ea56bb11c0d555fd5", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24366, - "estimated_input_tokens": 6092, - "estimated_eval_tokens": 12440 + "serialized_chars": 24369, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24366, - "estimated_input_tokens": 6092, - "estimated_eval_tokens": 12440 + "serialized_chars": 24369, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model-addition and infrastructure PRs. The only clear duplicate pair is the Step 3.7 Flash work: #46562 and #46658 target the same model/codepath, while the other PRs are separate model introductions or an unrelated distributed-config change.", - "confidence": 0.98, + "summary": "Most PRs are separate model-addition efforts that share boilerplate docs/auto-registration changes but target different models. The only true duplicate pair is the Step 3.7 Flash PRs: 46562 and 46658 both implement the same model and code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#46562 is the best canonical PR for the only true duplicate pair: it is the more complete, model-facing Step 3.7 Flash implementation, while #46658 is a WIP/mini-model companion rather than a separate change.", + "canonical_pr_reason": "PR #46562 is the better canonical representative: it is the more formal, model-scoped Step 3.7 Flash addition, while #46658 is explicitly a WIP variant of the same change.", "best_issue_reason": null, - "best_pr_reason": "#46562 is the strongest representative PR in this cluster because it corresponds to the actual Step 3.7 Flash model addition and is the cleanest merge target among the duplicate pair.", + "best_pr_reason": "PR #46562 is the best overall representative of the only duplicate pair and is more complete/cleanly scoped than the WIP counterpart.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Both add different vision-language models (ViT NEPA vs Molmo); shared docs/auto-registration files are incidental, not the same change." + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registry boilerplate is not enough to make them the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions with distinct architectures and files; overlap in auto docs is too broad to indicate duplication." + "reason": "Different models (ViT NEPA vs Molmo2) with only generic transformer registration/docs overlap." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; same repo plumbing does not make them the same underlying bug or feature." + "reason": "Different model families (ViT NEPA vs CTSM); overlap is limited to shared docs/auto-mapping maintenance." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "Model addition PR versus distributed-config infrastructure PR; no shared concrete code-path problem." + "reason": "ViT NEPA model addition is unrelated to distributed config work; no shared concrete code-path bug/change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families/releases with different files and behavior; not mergeable as one PR." + "reason": "Molmo and Molmo2 are related by name but are distinct model additions with different files and implementations." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model additions; shared framework registration is not sufficient for duplicate triage." + "reason": "Molmo and CTSM are unrelated model additions; shared framework plumbing does not indicate a duplicate." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "A model-addition PR and a distributed configuration PR are unrelated changes." + "reason": "Molmo model addition and distributed config changes are different changes with no common code-path bug." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions; overlap is only in generic auto/model registry files." + "reason": "Molmo2 and CTSM are different model integrations; shared auto/model registry edits are generic." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model work is unrelated to distributed config support." + "reason": "Molmo2 model addition is unrelated to distributed configuration support." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are different models; similar auto-registration edits do not imply the same bug or feature." + "reason": "CTSM model addition and Step 3.7 Flash model addition are different models; overlap is only in generic auto-registration/docs files." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition versus distributed config infrastructure; no duplicate relationship." + "reason": "CTSM model work is unrelated to distributed config plumbing." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": true, - "reason": "Both PRs implement Step 3.7 Flash, share the same model registration path, and appear to be two versions of the same underlying feature/change." + "reason": "Both PRs implement Step 3.7 Flash and touch the same model implementation/registry area; #46658 appears to be a WIP variant of the same change." } ] }, @@ -20544,7 +20711,7 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "2c57b19c10c70688314220c5fb5ab2940eb3aa54ed57980b6b2a676d765eb72d", + "prepared_review_unit_hash": "e665428c8c99559f073be19a514124d06b86d367753247844a480f7f2de1313e", "component_budget": { "node_count": 8, "item_count": 8, @@ -20566,96 +20733,96 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated test fixes, a Whisper tokenizer change, a deprecated API alias, a generation-validation fix, CI infrastructure changes, and a typo cleanup. None of the soft edges look like the same underlying bug or change, so no merges should be made.", - "confidence": 0.96, + "summary": "This cluster is mostly a loose similarity group rather than true duplicates: it mixes unrelated test-only edits, docs/typo cleanups, CI infra changes, and distinct code fixes in Whisper, generation, FP8 loading, and tie-weights compatibility.", + "confidence": 0.31, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46579 is the broadest, most representative code-cleanup PR in the set, but the cluster is not actually a duplicate group; the other PRs are unrelated fixes in different subsystems.", + "canonical_pr_reason": "PR 46380 is the best representative of the set because it is a substantive, self-contained bug fix in core generation/Whisper behavior with targeted tests; the other PRs are either unrelated cleanups or changes in different subsystems.", "best_issue_reason": null, - "best_pr_reason": "PR 46579 is the best single representative only in a nominal sense because it spans many code files and is broader than the others, but it should not be treated as a duplicate target for the rest of the cluster.", + "best_pr_reason": "PR 46380 is the strongest standalone fix in the cluster and most plausibly the one to keep as the representative item.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but they target different models and different problems; not the same underlying bug." + "reason": "Whisper decode logic/test fix vs unrelated CLIP/ViT test assertions; not the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test fix is unrelated to the FP8 dequantization bug fix." + "reason": "Whisper tokenizer decode behavior vs FP8 dequant/model-loading fix; different code paths and problems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes and generation watermarking validation are unrelated code paths." + "reason": "Whisper test fix vs generation watermarking validation/Whisper generation behavior fix; not the same concrete issue." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "A backward-compatibility alias for tie_weights is unrelated to a broad typo-cleanup PR." + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup across many files; unrelated changes." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Test assertion changes for CLIP/ViT do not match the FP8 dequantization fix." + "reason": "Deliberate failing test edits vs Phimoe CI/integration-test infrastructure fix; not the same bug." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and different failure modes; only superficial test/bug-fix similarity." + "reason": "Bogus test-only asserts vs FP8 dequant/model-loading work; unrelated." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Model test edits are unrelated to the Phimoe CI integration fix." + "reason": "Bogus test-only asserts vs generation/Whisper bug fix; different issues." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Model test tweaks are unrelated to code typo cleanup across many files." + "reason": "Bogus test-only asserts vs typo cleanup PR; not the same underlying change." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/loading changes and generation config validation fixes are distinct bugs." + "reason": "FP8 quantization/loading fix vs Phimoe integration test/CI fix; different subsystems and problems." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Different problems: dequantization logic versus Phimoe integration CI behavior." + "reason": "FP8 dequant/model-loading issue vs generation watermarking/Whisper behavior issue; not a mergeable single fix." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 kernel/loading fixes are unrelated to typo-only cleanup." + "reason": "FP8 dequant/model-loading fix vs broad typo cleanup; unrelated." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest formatting cleanup is not the same underlying change as code typo fixes." + "reason": "Doctest documentation cleanup vs code typo cleanup; both are editorial but not the same change or bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration test infrastructure are unrelated." + "reason": "Generation validation/Whisper code fix vs Phimoe integration test/CI fix; unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "A generation config bug fix is unrelated to broad typo cleanup." + "reason": "Core generation/Whisper bug fix vs broad typo cleanup across many files; not the same underlying issue." } ] }, @@ -20685,7 +20852,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "e3099d4305c8fd845343735220549c70f26434e55f80ce349d0247e434c116a0", + "prepared_review_unit_hash": "eb295518a6349835377a08f6f342528268d148dbc23b14140a4c257f16856725", "component_budget": { "node_count": 2, "item_count": 2, @@ -20707,18 +20874,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are unrelated PRs that only overlap on a shared Vit test filename; they do not look like the same underlying change or bug fix.", - "confidence": 0.93, + "summary": "These two PRs are not the same change. PR 43488 is a small repo-bot/test configuration tweak around setup/versioning, while PR 43532 rewires CI/workflow behavior and touches testing utilities. The only overlap is a shared Vit test file, which is not enough to treat them as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "43532 is the more representative PR in this cluster: it makes the broader CI/workflow and test-harness updates, while 43488 is a small repo-bot/check-style change with a version/dependency tweak.", + "canonical_pr_reason": "PR 43532 is the better representative because it has the broader, more coherent code change set centered on CI/testing workflow behavior, whereas PR 43488 is a narrow setup/test-dependency tweak.", "best_issue_reason": null, - "best_pr_reason": "43532 is the best overall PR candidate because it targets the main CI/test execution path and is more substantive than 43488, which looks like a throwaway validation PR.", + "best_pr_reason": "PR 43532 is the most substantial and self-contained of the two, but it is still not a duplicate of PR 43488; it reflects a different code-path and purpose.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the PRs have different purposes and code paths. 43488 is a small setup/version/test tweak, while 43532 changes workflow automation and testing utilities; the shared Vit test file is not enough to indicate the same underlying bug/change." + "reason": "Different underlying changes: 43488 adjusts setup/versioning and adds pytest-random-order, while 43532 changes GitHub workflows and testing utilities. Shared Vit test-file touch is incidental, not evidence of the same fix." } ] }, @@ -20748,12 +20915,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "9e434d983d855ba8a2a67d8eff95524cc9b8164ca9304b918d27b4a60b82ef69", + "prepared_review_unit_hash": "02609ce610bdfd06a5f1b0c6c06779295ab5237027890ad322ec9c30113d6338", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20761,7 +20928,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20770,18 +20937,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct PRs adding separate segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and pipeline scaffolding, but the underlying task/model support differs enough that they should not be clustered as duplicates.", - "confidence": 0.91, + "summary": "Two adjacent but distinct PRs adding different segmentation pipelines. They share documentation/registration scaffolding, but target different tasks and model integrations, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader and more representative pipeline addition in this cluster: it adds promptable visual segmentation with more model/test coverage and a fuller integration surface.", + "canonical_pr_reason": "PR 43613 is the broader representative of the cluster: it adds Promptable Visual Segmentation with wider model/test coverage and more integrations, making it the more complete exemplar of this PR family.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the strongest standalone candidate because it appears to implement the more complete, broader pipeline feature and has the richer set of supporting changes.", + "best_pr_reason": "PR 43613 is the best single representative because it is the larger, more comprehensive pipeline addition and includes the most supporting changes.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are different features targeting different tasks/code paths (concept segmentation vs visual segmentation). Shared docs and pipeline plumbing are not enough to treat them as the same change." + "reason": "Reject: these are different underlying features. 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model backends and test coverage. Shared docs/registry boilerplate is not enough to treat them as the same change." } ] }, @@ -20811,7 +20978,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6d2af6a1f09caec203bdd5806e103583150e314a05e3d728f9a97c953c97dd9e", + "prepared_review_unit_hash": "87bc0093fcfb1ba3e54c8842fc1afdafa80b95c1a4477b60d3c9f8be9f2dc49c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20833,18 +21000,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests modify `src/transformers/trainer.py`, but they introduce different trainer extensibility hooks in different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overridable helper. They are related to Trainer customization, but not the same underlying change.", - "confidence": 0.95, + "summary": "These PRs touch the same file and both add trainer customization hooks, but they fix different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for model input processing. They are related refactors, not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43663 is the better representative of the cluster because it refactors a core Trainer helper into an overridable method and is the broader API-style change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43663 is the stronger standalone candidate: it cleanly exposes a reusable hook for custom trainers and is more generally applicable than the loss-scaling tweak.", + "best_pr_reason": "PR #43651 is the more concrete, user-facing bug fix: it changes the training-step loss scaling behavior for custom trainers during gradient accumulation. It is a self-contained functional change and a stronger representative than the signature-column refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer hooks and different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. Same file/subsystem, but not the same bug or mergeable change set." + "reason": "Different underlying behaviors: #43651 addresses loss normalization in training_step, while #43663 extracts _get_signature_columns for dataset column filtering. Shared file and custom-trainer theme are not enough to treat them as the same change." } ] }, @@ -20874,7 +21041,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "beda9940a0dad8634dced4c5402b2ed57e6ae56ddcb122871f6db6bb6eba3a75", + "prepared_review_unit_hash": "61ba930b2de3773ac4680e4b16e4f5153dc916a71605ea6a14efa39be8ec72c2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20896,27 +21063,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related because they both touch `src/transformers/cli/serve.py` and address annotation-related `NameError`s, but they appear to fix different runtime paths: one broadly enables postponed annotation evaluation and updates several signatures, while the other specifically guards `TypeAdapter` behind `TYPE_CHECKING` for the pydantic-optional case. Related, yes; same fix cluster, not clearly.", - "confidence": 0.58, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about annotation-related NameError fixes, but they target different failure modes: one is a broader `from __future__ import annotations` cleanup, the other is a narrower `TypeAdapter`/pydantic import handling change. Related, but not the same change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader serve-CLI annotation fix and is the better representative of the shared file-level problem; #43842 is a narrower follow-up for a specific `TypeAdapter` import/evaluation case.", + "canonical_pr_reason": "PR 43656 is the broader representative fix: it enables postponed annotation evaluation and updates multiple annotations in `serve.py`, making it the more complete of the two closely related changes.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the best single representative because it addresses the more general annotation-evaluation issue in `serve.py`, while #43842 is a targeted variant tied to `TypeAdapter` and optional pydantic handling.", + "best_pr_reason": "PR 43656 is the strongest standalone fix in this cluster because it addresses the annotation-evaluation problem more generally, rather than only the `TypeAdapter` symbol.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both PRs are annotation-related and in the same file, but they solve different concrete issues: one uses `from __future__ import annotations` and signature rewrites, the other adds a `TYPE_CHECKING` import for `TypeAdapter`. That is related, but not enough to say they are the same underlying bugfix or merge into one PR." + "reason": "They are related `serve.py` typing fixes, but not the same underlying bug/change. 43656 applies postponed annotations broadly; 43842 specifically handles `TypeAdapter` under `TYPE_CHECKING` for the pydantic-absent case." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The relationship is plausible, but the evidence only clearly supports that both PRs touch `src/transformers/cli/serve.py` and both mitigate annotation-related NameErrors. That is weaker than saying they target the same underlying code path or the same bugfix. One PR adds `from __future__ import annotations` and adjusts several model/processor annotations; the other specifically handles `TypeAdapter` under `TYPE_CHECKING` for the pydantic-optional case. I\u2019d keep these as related, but not assert they are the same fix cluster with this level of confidence." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21046,8 +21210,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -21056,15 +21220,15 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", - "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", @@ -21077,8 +21241,8 @@ "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", @@ -21102,370 +21266,388 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "adf3ac6614a6cd9cffe15d9d9ef338d1a23e3ed997df208aae45b29032a331df", + "prepared_review_unit_hash": "bbb96e9c80a34af992789a3d65a08536c62ef2b6e651b9fe2a2e7313f130a39f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84904, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75099, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of separate model-specific output-tracing refactors, not one broad duplicate set. The only clear duplicate-like subcluster is the GPT-J/CodeGen thread, plus a smaller GPT-Neo pair.", - "confidence": 0.88, + "summary": "This cluster is mostly a set of model-specific output-tracing refactors sharing the same umbrella issue, but they are not duplicates across different model families. The only strong duplicate candidates are within the GPT-Neo and GPT-J/CodeGen groups, where the same forward paths and files are being refactored.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best representative of the GPT-J/CodeGen subcluster: it directly targets #43979, touches the same output-tracing code path as the closest neighbors, and is the broadest/latest variant in that thread.", + "canonical_pr_reason": "PR 44066 is the broadest representative of the shared GPT-J/CodeGen tracing refactor, touches the same concrete code paths as the other GPT-J/CodeGen candidates, and has an explicit issue link.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest single PR anchor here because it is central to the only real overlap cluster and has the clearest direct relationship to the shared output-tracing refactor work.", + "best_pr_reason": "PR 44066 is the best cluster representative because it is the most central and broad instance of the same concrete output-tracing change, rather than a narrower follow-up or a different model-family refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and no shared concrete code path; both are only loosely about output tracing." + "reason": "Different model families and code paths; same tracing theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and different refactors; shared issue target is not enough." + "reason": "Different model families and code paths; these are separate refactors." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same code path; 44066 just bundles an extra CodeGen change." + "reason": "Same GPT-J output-tracing refactor on the same underlying code path; could plausibly be one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations; same theme, but not the same bug/change." + "reason": "Different vision models and implementation paths; too broad to treat as duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models; output-tracing refactors are separate per architecture." + "reason": "Different model families and forward paths; only the general decorator pattern overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "CodeGen/GPT-J work versus EfficientNet; unrelated concrete code paths." + "reason": "GPT-J/CodeGen versus EfficientNet; unrelated code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 versus DeBERTa-v2; only a broad standardization theme is shared." + "reason": "MobileNetV2 versus DeBERTa; same umbrella issue, but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; different model code paths." + "reason": "GPT-J/CodeGen versus MGP-STR; unrelated concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; same infrastructure theme, different change." + "reason": "GPT-J/CodeGen versus MPT; different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo files and same output-tracing refactor; these look like the same underlying change." + "reason": "Same GPT-Neo tracing refactor on the same model file and forward path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; not the same model or code path." + "reason": "GPT-J/CodeGen versus GPT-Neo; different concrete model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; only the output-tracing pattern matches." + "reason": "GPT-Neo versus GPT-J/CodeGen; only the refactor style matches." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; unrelated model refactors." + "reason": "ResNet versus GPT-J/CodeGen; unrelated model families." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR versus GPT-J/CodeGen; different concrete code paths." + "reason": "MGP-STR versus GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; different model families." + "reason": "ResNet versus GPT-J; same abstract pattern but different implementation." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations." + "reason": "GPT-Neo versus ResNet; unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same broad refactor style, different model code." + "reason": "ResNet versus MPT; different model code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; not the same underlying change." + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same fix." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; distinct model-specific refactors." + "reason": "GPT-Neo versus Flaubert/XLM; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; no shared code path." + "reason": "GPT-Neo versus Flaubert/XLM; separate model-specific refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen; different architectures." + "reason": "MPT versus GPT-J/CodeGen; different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; not the same model or change." + "reason": "GPT-Neo versus GPT-J; similar pattern, different model code." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; unrelated code paths." + "reason": "GPT-Neo versus MGP-STR; unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; only the refactor style is similar." + "reason": "GPT-Neo versus MGP-STR; not the same underlying change." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "ViLT versus Flaubert/XLM; different model-specific changes." + "reason": "MPT versus MGP-STR; different forward paths." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MPT; not the same underlying bug/change." + "reason": "GPT2 versus MGP-STR; unrelated model code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "MPT versus MGP-STR; different code paths." + "reason": "GPT-J versus MGP-STR; different concrete fixes." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "SegFormer versus LongT5; different refactors in different models." + "reason": "GPT2 versus GPT-J/CodeGen; only the tracing abstraction overlaps." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet versus SegFormer; same output-tracing theme, different model code." + "reason": "ViLT versus Flaubert/XLM; different model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus MPNet; unrelated concrete changes." + "reason": "Segformer versus LongT5; same tracing migration, but different code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus Flaubert/XLM; not the same change." + "reason": "VisualBert versus Flaubert/XLM; unrelated concrete changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet versus LongT5; different model implementations." + "reason": "Segformer versus VisualBert; different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus GPT-Neo; different code paths." + "reason": "VisualBert versus LongT5; separate model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet versus LongT5; unrelated model refactors." + "reason": "GPT2 versus MPT; not the same code path." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus LongT5; different concrete changes." + "reason": "MPNet versus Flaubert/XLM; different models and fixes." }, { "left": "pull_request:44018", - "right": "pull_request:44071", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo versus MPT; different model code." + "reason": "GPT-Neo versus GPT2; same subsystem pattern but not the same change." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "SqueezeBERT versus MPT; same refactor pattern, different implementation." + "reason": "GPT2 versus GPT-Neo; different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT versus VisualBERT; unrelated models." + "reason": "MPNet versus LongT5; unrelated model-specific refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo versus SpeechT5; not the same code path." + "reason": "RegNet versus Segformer; different vision model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBERT versus Flaubert/XLM; different model changes." + "reason": "Segformer versus MPT; different model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 versus GPT-Neo; only the output-tracing theme overlaps." + "reason": "MPT versus SpeechT5; different concrete code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet versus Flaubert/XLM; different implementations." + "reason": "TextNet versus Flaubert/XLM; not the same underlying fix." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo versus GPT-2; same broad subsystem, but not the same change." + "reason": "RegNet versus GPT-Neo; unrelated model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 versus MGP-STR; unrelated models." + "reason": "RegNet versus LongT5; only the broad tracing theme overlaps." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT versus ImageGPT; separate refactors." + "reason": "TextNet versus LongT5; different model families." }, { "left": "pull_request:44018", - "right": "pull_request:44061", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo versus LongT5; separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "No matching concrete duplicate change is evident." + "reason": "RegNet versus MPT; unrelated concrete code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT versus DeBERTa-v2; different model-specific work." + "reason": "SqueezeBert versus MPT; different model implementations." }, { - "left": "pull_request:44044", + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert versus VisualBert; not the same change." + }, + { + "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 versus TextNet; unrelated changes." + "reason": "RegNet versus TextNet; separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert versus GPT-Neo; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor thread, with nearly identical code path and issue target." + "reason": "Same GPT-J/CodeGen tracing refactor on overlapping files and forward paths." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file family; 44722 is the broader version." + "reason": "Both are GPT-J output-tracing refactors on the same underlying model code." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; different models and code paths." + "reason": "GPT-J versus SpeechT5; unrelated concrete changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR-ResNet; different model families." + "reason": "Different model families and different forward paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet versus SpeechT5; unrelated changes." + "reason": "CVT/FNet versus SpeechT5; same umbrella issue, not the same fix." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 versus SpeechT5; different concrete implementations." + "reason": "DeBERTa versus SpeechT5; different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 versus ViTS; only the output-tracing pattern matches, not the change." + "reason": "DeBERTa versus VITS; separate model-specific refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly identifies the GPT-J/CodeGen thread as the only strong duplicate-like cluster, the GPT-Neo pair as a smaller subcluster, and treats the rest as separate model-specific refactors. The accepted soft-edge verdicts are conservative and look mergeable as same-bugfix PRs within the same code path." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are limited to closely related same-family refactors with shared files or code paths (GPT-Neo and GPT-J/CodeGen), and the rejected pairs are correctly kept separate across different model families." }, "evaluator_used": true, "retried": false, @@ -21503,70 +21685,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "0d925e397e58ecbb477ba55dfa52b11beb35cc38545565ce26370a216ae3bede", + "prepared_review_unit_hash": "d1364b7833aefc06f2e17e9e408e65fc6825a60c609be58219b2c19407a8e34f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84904, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to the new standardized output-capture/tracing machinery, but they touch different model implementations and do not look mergeable as duplicates of the same concrete fix.", - "confidence": 0.95, + "summary": "All items are model-specific PRs refactoring output tracing to the new standardized capture_outputs / can_return_tuple pattern. They share a broad migration theme, but they are not the same concrete bug or change and should not be merged together as duplicates.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster: it clearly introduces the standardized output-capture pattern in a single model, with explicit _can_record_outputs wiring and the new decorator imports.", + "canonical_pr_reason": "PR 44073 is a good canonical representative because it clearly expresses the common refactor theme in the title and shows the standard pattern in the diff: adding can_return_tuple, capture_outputs, and explicit _can_record_outputs wiring for a model family.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best overall representative because its title and diff most directly express the shared refactor theme without being unusually narrow or noisy.", + "best_pr_reason": "PR 44073 is the best overall representative of the cluster\u2019s theme: it is a straightforward standardized-output-tracing migration with explicit hook mapping, making it easy to recognize as part of the refactor wave.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are similar output-tracing refactors, but they apply to different models (FocalNet vs ImageGPT) and distinct code paths, so they are not the same underlying change." + "reason": "Both are output-tracing refactors, but they affect different models/code paths (FocalNet vs ImageGPT). They are parallel migrations, not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; these are parallel refactors, not one shared bugfix or one PR that could plausibly subsume the other." + "reason": "VisualBert and TextNet have separate model implementations and separate refactors. The edits are similar in style, but not the same concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each add output-capture plumbing in different model files; same broad subsystem, but not the same concrete change." + "reason": "MPNet and VisualBert are unrelated model code paths. Similar capture_outputs plumbing does not make this the same change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model-specific refactors, even though both migrate to the same decorator-based output collection style." + "reason": "These are different model-specific output tracing migrations; they do not appear mergeable into one PR for a single bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert changes are separate model migrations to the new output tracing API, not a duplicate fix on the same code path." + "reason": "RegNet and SqueezeBert are different model stacks. The patches are analogous refactors, not duplicates of the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 affect different model stacks and different output-tracing implementations; they should stay separate." + "reason": "SqueezeBert and SpeechT5 touch different code paths and different output-tracing adaptations. Shared refactor intent is too broad to treat as the same PR." } ] }, @@ -21646,7 +21828,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "9c14ec8944788469923035968933b472224a9ec24a55c8a09d8b9be3835908cb", + "prepared_review_unit_hash": "010519eca91fc0d0e5db37ed4bc40ca58858b2a2fa78ef0afda989ff2aa084af", "component_budget": { "node_count": 13, "item_count": 13, @@ -21668,252 +21850,240 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of separate per-model output-tracing refactors, not duplicate fixes. The similar titles and diff patterns come from a shared refactor template, but each PR targets a different architecture and code path.", - "confidence": 0.95, + "summary": "These are several unrelated model-specific output-tracing refactors. The titles are similar, but the diffs touch different model families and code paths, so none of the soft PR-to-PR edges look like true duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists here; the PRs are model-specific refactors rather than the same change. If one representative is needed, PR 44003 is the broadest example because it spans both mamba and falcon_mamba.", + "canonical_pr_reason": "No duplicate PR stands out in this cluster. If one PR must represent the cluster theme, PR 44003 is the strongest example because it makes a broader output-tracing change across two closely related Mamba-family files and introduces the capture/recording plumbing explicitly.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best cluster representative because it has the broadest scope and the most substantial output-tracing rewrite among the candidates, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 44003 is the best representative of the overall refactor pattern: it is more substantial than the single-model edits and stays within one closely related code family, making it the clearest exemplar of the cluster\u2019s theme.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor motif only." + "reason": "Different model families and code paths (timm_backbone vs upernet); only the refactor wording matches." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs vision-text dual encoder; unrelated code paths." + "reason": "timm_backbone and vision_text_dual_encoder are unrelated implementations; this is just a shared tracing refactor motif." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Timm backbone vs UnivNet; shared output-tracing theme is not enough." + "reason": "timm_backbone vs univnet are unrelated model paths, so this is not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures (timm_backbone vs mamba/falcon_mamba); not the same bug/change." + "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); no shared concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm backbone and RWKV are distinct models with separate implementation paths." + "reason": "timm_backbone and rwkv are unrelated; the similarity is only the generic output-tracing refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated; only the refactor pattern matches." + "reason": "mobilenet_v1 and univnet are different model families with different forward paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet; different model code paths." + "reason": "mobilenet_v1 and upernet are separate code paths; not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate architectures; not mergeable as one PR." + "reason": "mobilenet_v1 vs depth_anything/prompt_depth_anything is unrelated despite the same refactor theme." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs VisionEncoderDecoder; same template, different change." + "reason": "mobilenet_v1 and vision_encoder_decoder do not share the same concrete implementation change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are different code paths." + "reason": "mobilenet_v1 vs speech_encoder_decoder are different model families and code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models." + "reason": "vision_text_dual_encoder and univnet are unrelated; this is just a similar output-tracing refactor." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and call stacks; no shared underlying defect." + "reason": "vision_text_dual_encoder vs upernet are separate implementations, so not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs mamba/falcon_mamba; not the same concrete change." + "reason": "vision_text_dual_encoder and mamba/falcon_mamba do not target the same code path." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; only broadly similar output-handling refactors." + "reason": "Different families (vision_text_dual_encoder vs depth_anything/prompt_depth_anything); no shared underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are separate code paths with different outputs." + "reason": "univnet and upernet are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet and mamba/falcon_mamba do not share the same bug or fix." + "reason": "univnet vs mamba/falcon_mamba are different code paths and not mergeable as one fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures; same refactor wording is not enough for duplicate status." + "reason": "univnet and depth_anything/prompt_depth_anything are unrelated model families." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "univnet and codegen are distinct model code paths; shared theme is too broad." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are distinct model implementations." + "reason": "upernet vs rwkv are unrelated implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs mamba/falcon_mamba; different concrete changes." + "reason": "upernet and mamba/falcon_mamba do not fix the same concrete issue." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and SuperPoint are unrelated models." + "reason": "mamba/falcon_mamba vs superpoint are unrelated model paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems (mamba vs codegen) and different forward semantics." + "reason": "mamba/falcon_mamba and codegen target different architectures and changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated code paths." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet and CodeGen are different model families." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "UperNet and CodeGen do not share a single underlying bug/change." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder vs CodeGen; same refactor theme only." + "reason": "timm_backbone vs codegen are unrelated; only the broad refactor language overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are separate architectures." + "reason": "depth_anything/prompt_depth_anything vs vision_encoder_decoder are different model families and wrappers." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything vs SpeechEncoderDecoder; not the same code-path problem." + "reason": "depth_anything family vs speech_encoder_decoder are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated implementations." + "reason": "depth_anything family and superpoint are different models with no shared concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are distinct models with different refactors." + "reason": "depth_anything family vs rwkv are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything vs DPR; different code paths and outputs." + "reason": "depth_anything family vs DPR are separate model implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated models." + "reason": "vision_encoder_decoder and speech_encoder_decoder are similar wrapper concepts but different code paths and not the same change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different architectures." + "reason": "vision_encoder_decoder vs superpoint are unrelated implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint; same refactor motif only." + "reason": "vision_encoder_decoder and rwkv do not share the same underlying bug or refactor." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths." + "reason": "vision_encoder_decoder vs DPR are unrelated model families." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations." + "reason": "speech_encoder_decoder and superpoint are different model paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV do not share a concrete fix." + "reason": "speech_encoder_decoder vs rwkv are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder vs DPR; different underlying changes." + "reason": "speech_encoder_decoder vs DPR are separate model families." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different model code paths." + "reason": "superpoint and rwkv are unrelated; no shared concrete code-path problem." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR; only the output-tracing pattern overlaps." + "reason": "superpoint vs DPR are different implementations and fixes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate architectures with different fixes." + "reason": "rwkv and DPR are unrelated model code paths." } ] }, @@ -21943,7 +22113,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "471ad25dd9aaa744d9cc6a244e8bfb453617b7bfb512c0295465ddc4fb64b990", + "prepared_review_unit_hash": "b9f516e51e37748136fa22c8625f5a3a7f0736346d0ce183b87ef1aee06b71a1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21965,18 +22135,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They share standard transformers scaffolding, but not the same underlying bug or change.", - "confidence": 0.95, + "summary": "Both items are model-addition PRs, but they target different models and different code paths: PenguinVL vs Voxtral TTS. The overlap is mostly shared Transformers registration/docs plumbing, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR is needed, 45401 is the cleaner one to anchor on because it has an explicit issue target and a narrower, self-contained TTS feature scope.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45401 is the better global representative among the two because it is explicitly tied to an issue and is more narrowly scoped; 44662 is a larger standalone model addition with no issue linkage.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS) with different code paths and goals; shared registration/docs boilerplate is not enough to treat them as the same change." + "reason": "Different concrete features for different models. Shared auto-registration and docs files are expected for any new model PR and do not indicate the same bug/change set." } ] }, @@ -22006,7 +22176,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4f813547662fe17b524bd147e5b827ffffa8e3377f87073f58e15b4bb03b4057", + "prepared_review_unit_hash": "96e282d4ab8abd80d68f5f8f2da4acf661f1bd085080896c54d5b9162512b577", "component_budget": { "node_count": 2, "item_count": 2, @@ -22028,18 +22198,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct pull requests: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and adds an example. They do not look like the same mergeable change.", - "confidence": 0.91, + "summary": "Two related but distinct PRs around module/kernel fusion: one adds a generic module fusion API, the other wires `KernelConfig` into model loading for n-to-1 kernel fusion. They overlap conceptually but are not the same concrete change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more canonical representative because it introduces the foundational Module Fusion API; PR #45363 is an application/integration on top of that API rather than the same change.", + "canonical_pr_reason": "PR #45363 is the broader, more user-facing implementation of fusion via `KernelConfig` and touches the runtime integration path; it is the better representative of the cluster\u2019s practical change direction.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best cluster representative since it defines the core abstraction and new module implementation, whereas PR #45363 mainly consumes that work to enable a specific kernel-fusion path.", + "best_pr_reason": "PR #45363 is the strongest standalone candidate because it implements the actual end-to-end fusion workflow (model loading, integration hooks, and example usage), making it the most complete and impactful item here.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: #44979 adds the generic fusion API/module, while #45363 integrates n-to-1 kernel fusion via KernelConfig and example code. They are related but not the same concrete fix/change." + "reason": "Related in theme, but not the same underlying bug/change: #44979 adds a generic `Module Fusion API`, while #45363 wires `KernelConfig` into model loading for n-to-1 kernel fusion and adds integration/example changes. Different abstraction levels and code paths, so not a duplicate." } ] }, @@ -22069,7 +22239,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "8114a26b465bc41c06f67a8b949f8a8c89fb41322276beb6af5243829c38e5f4", + "prepared_review_unit_hash": "58c4895b68b8f853d5e6870428fae8fef842b3670c849162e34f054fa43e7e5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22091,18 +22261,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral tokenizer bug in `_patch_mistral_regex`: using `tokenizer.backend_tokenizer.pre_tokenizer` causes an `AttributeError`, and both switch to `tokenizer.pre_tokenizer`. PR 45317 is the more complete fix because it includes test coverage.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and adds tests, making it the more complete and reviewable change.", - "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative of the cluster: same concrete bug fix, same file, same tracked issue, plus tests that validate the regression.", + "summary": "Both PRs fix the same Mistral regex AttributeError in the same code path, with nearly identical code changes; 45317 appears to be the more complete version because it adds tests.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared explicit bug target for both PRs, so it is the canonical issue for this cluster.", + "canonical_pr_reason": "PR 45317 is the strongest canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representation of the change.", + "best_issue_reason": "45081 is the only explicit issue and directly describes the bug these PRs address.", + "best_pr_reason": "45317 is best because it fixes the same concrete AttributeError and includes additional regression tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`; the second PR is essentially a superset with tests and the same code-path change." + "reason": "Same underlying bug and same code-path fix in _patch_mistral_regex; 45317 is essentially the same patch with added tests, so these are duplicate/superseding PRs." } ] }, @@ -22136,7 +22306,7 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "632cc621e59a96cb262169c87d55237dabc795c8d8b0c07b3a55bb6ceebd9fd3", + "prepared_review_unit_hash": "8b75cacf39ffd7a3697bbbd9c7383a1c9e5f1f5e1c19a51330e65eab46be6b4d", "component_budget": { "node_count": 4, "item_count": 4, @@ -22158,30 +22328,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: two NemotronH refactor/architecture PRs and two unrelated Nemotron ASR streaming PRs. None of the soft pairs look like the same underlying bug or change, so there is no true duplicate/canonical merge candidate across the cluster.", + "summary": "These PRs are about different Nemotron model variants and tasks, not the same underlying change. The overlaps are mostly superficial (shared auto-registration, docs, and family naming), so none of the soft edges should be merged.", "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46565 is the strongest standalone PR in the cluster because it is the broadest/latest ASR-streaming feature change, but it is still not a duplicate of the other PRs and only weakly represents the cluster.", + "best_pr_reason": "PR 46565 is the strongest standalone representative of the cluster because it is the most substantial ASR change with the broadest implementation and documentation surface, but it is still a separate change from the NemotronH and earlier Nemotron ASR PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both are NemotronH-related, but one is a GranitemoeHybrid inheritance/refactor and the other adds a dense/sparse split plus docs/auto wiring. Similar subsystem, different change." + "reason": "Related NemotronH work, but one is a GraniteMoeHybrid inheritance/refactor and the other is a broader dense/sparse model split; same family, not the same concrete fix." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "These touch overlapping auto/docs files, but they target different models and problems: NemotronH refactor vs Nemotron ASR streaming. Not the same code-path fix." + "reason": "Both touch Nemotron model docs/auto plumbing, but one is NemotronH dense/sparse modeling and the other is Nemotron 3.5 ASR streaming; different code paths and deliverables." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR streaming PRs, but they cover different model families and different implementation scopes. They are related features, not the same underlying change." + "reason": "Both are Nemotron ASR-related, but they target different model versions/features (Nemotron ASR vs Nemotron 3.5 ASR) and are not the same bug or change." } ] }, @@ -22211,12 +22381,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d3a7fbe432f48fcd8ee23438fe62d74a0f3d6926c48daf640f1f1d25561aaf9b", + "prepared_review_unit_hash": "375776f2725743e05a9e905778d1df4d5e6905e61caec3ed817823fce18409f1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -22224,7 +22394,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -22233,18 +22403,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous model support, but they split the work into a config-layer foundation and a broader modeling/integration change. They share files and scope, yet they do not look like the same concrete change set or a single fix that should be deduplicated.", - "confidence": 0.79, + "summary": "These are related but distinct PRs: one introduces per-layer heterogeneous configuration support, while the other builds on that to add heterogeneous modeling/runtime support. They share some foundation files, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better representative because it is the broader end-to-end feature PR: it includes the per-layer config integration plus cache/modeling changes needed to actually use heterogeneous configs across the stack.", + "canonical_pr_reason": "No single PR is a clean canonical duplicate because the two PRs split the work into a config-only foundation (45333) and a broader modeling/runtime follow-up (45332). If forced to pick a reference, 45333 is the more atomic base layer.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest single PR for the cluster because it covers the full heterogeneous model support path, while #45333 is the narrower config-only foundation.", + "best_pr_reason": "PR 45333 is the best standalone reference for the core configuration abstraction; it is narrower and more self-contained than 45332, which depends on and extends that groundwork across multiple modeling files.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not duplicates: #45333 adds per-layer configuration infrastructure, while #45332 builds on that with cache/modeling support and other integrations. They touch overlapping files, but they do not appear to fix the same concrete code-path problem and would not naturally collapse into one PR without losing separation of concerns." + "reason": "45332 adds heterogeneous model/runtime behavior (cache, masking, modeling utilities) on top of per-layer config support; 45333 only adds the config infrastructure. They are adjacent but not the same concrete change and would not be merged as one PR without losing separation of concerns." } ] }, @@ -22274,40 +22444,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "003cf4a47dc8f8c69f173d6a66f6fb55c3ed2ccca7eb20e10e87fdeb9eaf8e42", + "prepared_review_unit_hash": "7ed8313f376bf0ac59c4f88d9d2115ea1f7c9dc6df80e5d728a9a7797cba8ad3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they are not the same change: one is a broad type-checking sweep across many files, while the other is a focused typing-support patch for modeling_utils and related integrations.", - "confidence": 0.94, + "summary": "Both PRs are typing-related, but they target different work: one is a broad typing pass over many Transformers files, while the other adds specific typing protocols/aliases to satisfy modeling and PEFT-related type constraints. They are not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella typing pass across many files, while PR 45425 is a narrower follow-up touching a subset of shared typing helpers.", + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing change; PR 45415 is a broad repo-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the better cluster representative because it is the more general, cross-cutting typing cleanup, but it still does not match 45425 as a duplicate.", + "best_pr_reason": "PR 45425 is the better representative of the cluster because it makes a specific code-level typing fix rather than a general typing cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: the overlap is only in general typing infrastructure. 45415 is a broad repo-wide type-checking sweep; 45425 adds specific protocols/aliases for modeling_utils and PEFT-related code, so they do not fix the same concrete change." + "reason": "Different scope and intent: 45415 is a broad type-checking pass across many files, while 45425 adds specific typing aliases/protocols for a smaller set of modeling/PEFT code paths. They could not plausibly be merged as one fix." } ] }, @@ -22337,7 +22507,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "9786ea98f9d976b14f711abcd84ac77996fbeab8c7668d46cb316f9bb68348fd", + "prepared_review_unit_hash": "e460a618364ecb6036f50470131347d96fff4203495211d089833fdf7d6d5c88", "component_budget": { "node_count": 2, "item_count": 2, @@ -22359,18 +22529,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated PRs that both adjust cached forward behavior for sequence-length > 1, but in different model families and code paths. They should not be deduplicated.", + "summary": "These two PRs are not duplicates: they fix different cache-related bugs in different model families and code paths.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the better canonical PR for this cluster because it is narrowly scoped, has an explicit issue target, and directly fixes a concrete use_cache bug for seq_len > 1. PR #45513 is broader and spans multiple Qwen/Olmo model files.", + "canonical_pr_reason": "No canonical PR for this cluster: PR #45513 fixes multi-token cached forward in Qwen3.5/GDN linear attention, while PR #46084 fixes use_cache with seq_len > 1 in Mamba2.", "best_issue_reason": null, - "best_pr_reason": "#46084 is the best representative PR: it has the clearest bug statement, an explicit linked issue, and a focused patch. #45513 is more sprawling and appears to cover a different model-specific caching defect.", + "best_pr_reason": "Neither PR is a strong global representative for the cluster because they do not address the same underlying bug; if forced, #46084 is the more self-contained cache bug fix, but it should not be treated as a duplicate of #45513.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs in different model implementations: Qwen3.5/Olmo hybrid linear attention cached forward vs Mamba2 use_cache with seq_len > 1. Similar theme, but not the same fixable code-path." + "reason": "Different models and different failure modes: #45513 targets Qwen3.5/Qwen3 Next cached multi-token linear attention, while #46084 targets Mamba2 use_cache behavior when seq_len > 1. They do not look mergeable into one PR." } ] }, @@ -22400,7 +22570,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ce2384b1d5570fac25ad2d811949d841a3b4fa0c67e5d6c31617ca2343434cb0", + "prepared_review_unit_hash": "30c0254160dd1523e36daa045b9d649cb503dc9825095914f5a9f0490f56a352", "component_budget": { "node_count": 2, "item_count": 2, @@ -22422,18 +22592,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism, but they fix different bugs on different loading paths: one targets DeepSpeed ZeRO-3/accelerate launch config handling, the other fixes expert parameters being overwritten during FSDP2/distributed loading. They should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Both PRs touch expert-parallel loading, but they fix different bugs: #45548 targets EP + DeepSpeed ZeRO-3/accelerate launch serialization/loading, while #45662 targets EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They are related, but not the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better canonical PR because it fixes a concrete expert-parameter overwrite bug in the distributed loading path and has the broader, more direct code-path impact.", + "canonical_pr_reason": "No single canonical PR for deduping here: #45548 and #45662 address distinct expert-parallel loading failures with different code paths and fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest representative of the cluster: it addresses a specific, user-visible EP failure mode with a focused fix across loading and tensor-parallel integration.", + "best_pr_reason": "#45662 is the stronger representative of the cluster because it fixes a concrete corruption bug in the loading path and includes focused code changes across the loader and MoE/tensor-parallel integration.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the broad EP theme, but 45548 is about DeepSpeed ZeRO-3 loading/config serialization via accelerate launch, while 45662 fixes experts being silently overwritten by rank-0 broadcast during FSDP2/distributed loading. Different concrete bugs and code paths." + "reason": "Reject: both are EP-related, but #45548 is about preserving distributed_config / has_ep for ZeRO-3 loading, whereas #45662 fixes expert parameters being overwritten during FSDP2-style loading. Different underlying bugs and not mergeable as one PR." } ] }, @@ -22463,7 +22633,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "9330c25b42182b406fdfb91d6274229093a873a82a1f78f85cefc2edbc65e0b8", + "prepared_review_unit_hash": "32148594592ce970410e023f3ea4cdbab168e74215a88542e5b9a3bdb3e187f7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22485,18 +22655,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils; PR 45645 is the broader, more complete fix that also updates CI to read multiple log files.", - "confidence": 0.84, + "summary": "Both PRs target the same xdist/captured_info logging problem around `testing_utils.py`; PR 45645 is the more complete version because it adds the CI-side handling for multiple per-worker log files as well as the code fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe logging fix plus the CI/workflow adjustments needed to consume the new per-worker artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical PR: it contains the core xdist-safe `captured_info` fix and also updates downstream CI/log collection to handle the new file layout.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the change set: same underlying bug, broader coverage, and the supporting workflow updates make it the more complete fix.", + "best_pr_reason": "PR 45645 is the best overall fix because it addresses both the underlying file-collision bug and the artifact aggregation path that would otherwise break log collection.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete problem: xdist collisions around captured_info output in testing_utils. 45645 appears to extend 45639 with the same core fix plus CI handling for multiple output files, so they are plausibly mergeable into one PR." + "reason": "Same underlying xdist-safe captured_info bug; 45645 appears to be a superset that can plausibly subsume 45639's code-path fix." } ] }, @@ -22526,12 +22696,12 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "da4ca3f9439594ae1425fd31d61b760794e161976890f6ba44b4b533c6866dd8", + "prepared_review_unit_hash": "dc88c468e9173e8335ff457d742f8c26c5bfe34340facb92bd584ae100d6c0e5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4375, + "serialized_chars": 4376, "estimated_input_tokens": 1094, "estimated_eval_tokens": 2444 }, @@ -22539,7 +22709,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4375, + "serialized_chars": 4376, "estimated_input_tokens": 1094, "estimated_eval_tokens": 2444 }, @@ -22548,18 +22718,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one updates AutoModel registration for glmasr/dia, while the other adds RecurrentGemma attention-dispatch support plus docs/tests. They do not appear to be the same underlying change or a single mergeable fix.", - "confidence": 0.98, + "summary": "These pull requests are unrelated: one is a small AutoModel mapping/nit for glmasr/dia routing, while the other adds attn_implementation dispatch support for RecurrentGemma. They do not look like the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the RecurrentGemma dispatch change is the more substantial code-path fix, but it addresses a different subsystem than the AutoModel mapping nit.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "pull_request:46320 is the better representative of the cluster because it contains the larger, concrete implementation change; pull_request:45670 is a small registry tweak and not a duplicate of it.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different features and code paths: PR 45670 only changes auto-model class mapping, while PR 46320 modifies RecurrentGemma attention implementation dispatch and related docs/tests. They are not the same bug/change and would not be merged into one PR." + "reason": "Different models and different fixes: AutoModel registry entries for glmasr/dia versus RecurrentGemma attention-dispatch support. They are not the same underlying bug/change and would not plausibly be merged into one PR." } ] }, @@ -22589,7 +22759,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "73224546847048c491f4fc84f40209fdd3c8effd059623808a285d6ce8ab5fd0", + "prepared_review_unit_hash": "34b773fa6f6d7429cecd7fa5570cb0bfd691bde1caa68ee96dfb099cfacb4546", "component_budget": { "node_count": 2, "item_count": 2, @@ -22611,18 +22781,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar: both are linter-driven, but one adds tuple-return handling for model forwards (TRF003) while the other expands weight-initialization modeling rules (TRF018). They address different code paths and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These are two unrelated pull requests for different linter rules and different code paths, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 45720 and 46259 implement different lint rules and fix different behaviors, so they are separate changes.", + "canonical_pr_reason": "No true canonical PR here: PR 45720 implements TRF003 changes around return_dict/can_return_tuple, while PR 46259 implements TRF018 changes to _init_weights across many models.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global best for the cluster because they solve unrelated problems; if forced to pick a representative, 46259 is broader, but the cluster should remain split.", + "best_pr_reason": "If one must be chosen as the cluster representative, PR 45720 is the cleaner fit only because it is narrower and more internally cohesive; it is not a duplicate of PR 46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different rules and fixes: 45720 adds can_return_tuple/return_dict handling across model forwards, while 46259 refactors _init_weights behavior for many modules. Shared files are incidental, not the same underlying change." + "reason": "Different linter rules and different fixes: one changes forward return handling, the other changes weight initialization. They do not target the same concrete bug or mergeable PR." } ] }, @@ -22718,40 +22888,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "57ceb34b13313f7cd456e992b4bd2930d7132d5e070f4d3441193e98aded017f", + "prepared_review_unit_hash": "56ef988fa91dcb31169f4594a613b90ccbd239f350fc368728b7a6c97281b764", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5200, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5200, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a model/workflow change with telemetry and architecture updates, while the other is a test-migration PR adding DDP/kernel test infrastructure and model tests. They touch different code paths and should not be clustered together as the same change.", - "confidence": 0.98, + "summary": "These are both open PRs with testing/infrastructure flavor, but they address different changes: one adds Grafana/OTel CI and model/config tweaks, while the other is a test migration with anti-slop workflow changes. They are not the same underlying fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR #45932 and PR #46100 have different goals, touched files, and code paths, so they are not the same underlying change.", + "canonical_pr_reason": "No canonical PR: the two PRs target different code paths and would not plausibly be merged into one change.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the better representative PR only in the sense that it is a more substantive code-change PR; PR #46100 is primarily test migration/infrastructure.", + "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because there is no real duplicate relationship here; if forced, 46100 is the more self-contained test-migration PR, but it is still unrelated to 45932.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: these are unrelated \"do not merge\" PRs. #45932 changes model code and CI secrets/workflow; #46100 adds distributed test config and test migrations. They do not fix the same concrete bug or implement the same change." + "reason": "Different scope and intent: 45932 adds Grafana/OTel CI secrets and model/config edits, while 46100 changes anti-slop plus kernel/test migration files. Not the same bug/change and not plausibly mergeable into one PR." } ] }, @@ -22781,7 +22951,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "93b79d783fd5a92cce4a5c58b817695381ebceeaf7b83f34cb0af2445ffcfcd9", + "prepared_review_unit_hash": "14d4686a1ad770327970bb278884027c0ea9a2d17295338a92d8c60ca61ecec3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22803,18 +22973,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap in distributed/EP-related files, but they do not look like the same change: PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a broad distributed branch base touching many unrelated areas. The shared filenames are not enough to treat them as duplicates.", - "confidence": 0.92, + "summary": "These two pull requests are not duplicates: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed-branch base touching many unrelated areas (including FSDP CI and multiple distributed modules).", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more focused, concrete change: it targets EP + Trainer integration and has a narrow set of distributed-model updates. PR 46269 is a broad branch-base PR with many unrelated edits, so it is not a good canonical representative for this cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative because it describes a specific code-path change and has a coherent scope. PR 46269 is too broad and mixed to serve as the cluster\u2019s main PR.", + "best_pr_reason": "No clear canonical PR: the overlap is only in shared distributed files, but the PRs target different concrete changes and would not plausibly merge into one patch.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames do not indicate the same underlying bug or change. 46126 is a targeted EP/Trainer integration PR, while 46269 is a large base branch with many additional distributed and unrelated modifications; they would not plausibly be merged as one PR." + "reason": "Shared distributed filenames are incidental; #46126 adds EP/Trainer integration for router/tensor-parallel paths, while #46269 is a broad distributed base refactor with CI and unrelated subsystem changes." } ] }, @@ -22836,7 +23006,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46138-9", + "cluster_id": "cluster-46138-10", "nodes": [ "pull_request:46138", "pull_request:46432", @@ -22846,14 +23016,15 @@ "pull_request:46504", "pull_request:46554", "pull_request:46558", - "pull_request:46563" + "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:46138|pull_request:46432", "pull_request:46432|pull_request:46503", "pull_request:46432|pull_request:46501", "pull_request:46432|pull_request:46502", @@ -22872,206 +23043,215 @@ "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" ], - "prepared_review_unit_hash": "c739833276fa42339bfc7099f48d8947cffdea11b4227a3205d04dc0733edb8c", + "prepared_review_unit_hash": "a5e4602e615afb7d79b4fb1d2918aced8a088bd73ab31b0b44e8fc667b11d4b8", "component_budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 26, - "serialized_chars": 23358, - "estimated_input_tokens": 5840, - "estimated_eval_tokens": 11936 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 26, - "serialized_chars": 23358, - "estimated_input_tokens": 5840, - "estimated_eval_tokens": 11936 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated workflow maintenance PRs. The only tight textual cluster is three changes to `pr-ci-security-gate.yml`, but they alter different behaviors and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These PRs split into unrelated workflow-maintenance changes plus one small family of pr-ci-security-gate hardening edits. The non-security workflows are not duplicates, and the security-gate PRs are related but still look like separate incremental changes rather than the same concrete fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR canonical emerges: the set spans several distinct workflow edits, and the `pr-ci-security-gate.yml` PRs are separate behavior changes rather than the same fix. If a representative is needed, `#46554` is the most substantive security-gate change, but it is not a duplicate of the others.", + "canonical_pr_reason": "No true duplicate PR cluster is present; #46554 is the best representative because it makes the main security-gate behavior change, while the others are separate workflow tweaks or follow-up hardening.", "best_issue_reason": null, - "best_pr_reason": "`#46554` is the strongest representative of the cluster because it makes the most concrete security-gate/code-path change, but it still stands alone and should not absorb the other PRs as duplicates.", + "best_pr_reason": "#46554 is the strongest standalone PR in the set: it adds the substantive security-gate logic, whereas the others are either unrelated workflow updates or smaller follow-up adjustments/comments.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes: stdin handling for self-comment CI vs new security-gate logic." + "reason": "Different workflows and different behavior: self-comment CI message plumbing vs PR security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated changes in different workflows; one updates self-comment CI, the other tightens PR CI security-gate permissions/approval flow." + "reason": "Different workflows and different behavior; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow and behavior: self-comment CI input handling vs switching the security gate to a reusable workflow." + "reason": "Different workflows; unrelated CI comment handling vs security-gate workflow tweaks." }, { "left": "pull_request:46138", - "right": "pull_request:46504", + "right": "pull_request:46716", "accept": false, - "reason": "Same broad area of CI workflows, but different scripts and fixes; not the same underlying bug or change." + "reason": "Different workflows and unrelated changes." }, { "left": "pull_request:46138", - "right": "pull_request:46432", + "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and purposes: comment parsing in one PR, SSH runner hardening and env cleanup in the other." + "reason": "Different workflow files and different fixes; comment-stdin handling is not the same as commit-message grep handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Distinct workflow changes: SSH runner hardening vs allowing benchmark_v2 to run on workflow_dispatch." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated updates; no shared concrete code-path problem." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner security/hardening changes are unrelated to assign-reviewers checkout behavior." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; one hardens SSH runner download/env handling, the other changes PR CI security gating logic." + "reason": "Different workflow areas; SSH runner hardening is unrelated to PR security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Not the same change: SSH runner workflow hardening vs PR CI gate permission/approval tweaks." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Separate workflow concerns; no common concrete bug to merge as one PR." + "reason": "Different workflow areas and separate fixes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they change different files and different behaviors." + "reason": "Different workflow files and different updates; not the same bug/change." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow edits: anti-slop permissions vs reviewer assignment checkout ref." + "reason": "Distinct workflow files with unrelated edits." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and separate fixes; not duplicate change requests." + "reason": "Distinct workflow files and distinct changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared underlying bug: anti-slop permission cleanup vs security-gate file scanning and checkout changes." + "reason": "Different workflow files and unrelated problems." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and distinct behavior changes." + "reason": "Different workflow files and different changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers checkout ref fix is unrelated to build-ci-docker-images shell input handling." + "reason": "Different workflow files and unrelated updates." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow code paths; not the same underlying issue." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build-ci docker trigger handling are separate changes." + "reason": "Different workflow files and distinct updates." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflows and fixes; no plausible single PR merge target." + "reason": "Different workflow areas; benchmark scheduling vs security-gate hardening." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both touch CI workflow scripts, but they address different jobs and different problems." + "reason": "Unrelated workflows; build-image command handling is not the same fix as PR security-gate hardening." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated logic changes." + "reason": "Unrelated workflows and different code paths." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different behavior changes: 46554 adds file-diff security checks, while 46558 adjusts permissions and approval gating." + "reason": "Related security hardening, but one adds diff-based checks while the other changes permissions/approval flow; not the same concrete fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one adds local security checks and the other replaces the job with a reusable workflow; different change sets." + "reason": "One changes gate logic; the other only adds explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different hardening steps: workflow-diff checks vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both edit `pr-ci-security-gate.yml`, but they implement different mechanisms and are not the same fix." + "reason": "One changes permissions/approval gating; the other is comment-only." }, { - "left": "pull_request:46504", - "right": "pull_request:46563", + "left": "pull_request:46558", + "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different maintenance changes." + "reason": "Different security-hardening actions: permissions/approval flow vs secrets exposure." }, { - "left": "pull_request:46432", + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments-only documentation change is not the same as changing secrets handling." + }, + { + "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening and PR CI gate refactor are unrelated." + "reason": "Unrelated workflow files and different fixes." }, { - "left": "pull_request:46502", - "right": "pull_request:46554", + "left": "pull_request:46504", + "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and distinct code paths; not duplicate." + "reason": "Unrelated workflow files and different fixes." } ] }, @@ -23101,7 +23281,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "32fc0c5e924c7544bf607006f0a20fb0a4c290a5986a7b0998429d2efad86bcf", + "prepared_review_unit_hash": "c9329db91db866250316396d8545ffdc114c15b30190550c427458df6b16dbc4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23123,18 +23303,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are PRs about replacing raw file-open source reads with a safer source-reading mechanism, but they target different code paths and different bugs, so they should not be deduplicated.", - "confidence": 0.94, + "summary": "Both PRs are about replacing file-based source inspection with safer source-reading APIs, but they fix different code paths in different modules and are not mergeable as one change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 46152 changes import_utils.py source handling, while 46207 changes modeling_utils.py attention-implementation checks; they are related only at a high level.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the stronger standalone change: it targets a specific helper in modeling_utils, includes tests, and addresses a concrete source-reading path rather than a broader import-utils refactor.", + "best_pr_reason": "46207 is the stronger standalone PR because it targets a concrete behavior check, includes tests, and has a clearly scoped fix in modeling_utils.py.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "They are related only at a high level (avoiding open() for source reading). One changes import_utils module path resolution; the other changes _can_set_attn_implementation in modeling_utils. Different code paths, different failure modes, not one mergeable fix." + "reason": "They share the general theme of avoiding file-open source reads, but they affect different functions and modules with different behaviors; this is not the same underlying bug or a single plausible merged PR." } ] }, @@ -23164,12 +23344,12 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "29bb69f5e8fda1d7d42d40980e6c8e13e4d5471b6b453c1d5394a3df7dc7a3d5", + "prepared_review_unit_hash": "1e5934ade4298331303b1d372c79b23b46c94928cd100018a6f3f27942dc4e4d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5698, + "serialized_chars": 5699, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23177,7 +23357,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5698, + "serialized_chars": 5699, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23186,18 +23366,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add SDPA dispatch support, but they target different model families and separate code paths (T5 vs wav2vec2-family speech models). They are related in theme, not duplicates.", - "confidence": 0.96, + "summary": "Two separate model-family PRs that both add SDPA dispatch support, but they target different architectures and code paths (T5 vs wav2vec2/audio models). They are similar in pattern, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the better representative because it covers a broader, more central SDPA dispatch update across multiple speech-model implementations and has the larger change set/activity.", + "canonical_pr_reason": "pull_request:46196 is the broader, more representative SDPA-dispatch rollout across multiple audio models and docs, so it better serves as the cluster anchor.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the strongest standalone PR in this cluster due to wider scope and clearer cross-model impact; PR #46154 is a narrower T5-specific addition.", + "best_pr_reason": "pull_request:46196 is the strongest standalone representative because it spans the larger affected surface and captures the common SDPA dispatch change more comprehensively than the single-model T5 PR.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both concern SDPA dispatch, but they fix different model stacks and likely different attention implementations; they do not look like the same concrete bug/change and would not plausibly be merged into one PR." + "reason": "Both add `attn_implementation=sdpa` support, but they modify different model families and files (`modeling_t5.py` vs wav2vec2/seamless/sew/hubert/etc.). They do not appear to fix the same concrete code-path problem and would not plausibly be one merged PR." } ] }, @@ -23293,7 +23473,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "04fad04f796d7c11018c653a5b6eb2fb038bc8882eb45143664ca7a43a528af9", + "prepared_review_unit_hash": "c7a695393480fdc58c6e6f973f820bc8fb46decb023b8507b19fc4e4ce5d82fc", "component_budget": { "node_count": 2, "item_count": 2, @@ -23315,18 +23495,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Moonshine streaming sliding-window right-boundary off-by-one bug (shared issue target 46305, identical moonshine_streaming mask change). PR 46546 is broader because it also carries the Gemma4 counterpart and tests.", + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming; 46546 is the more complete version because it adds tests and covers an additional same-pattern fix in Gemma4.", "confidence": 0.92, - "canonical_issue_reason": "No issue artifact is present in the cluster; the shared target 46305 appears to be the underlying bug report for the right-window boundary off-by-one.", - "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the Moonshine fix plus the corresponding Gemma4 fix and test coverage, making it the more complete change set.", + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical representative: it includes the Moonshine streaming boundary fix plus tests, and appears to be the broader, more complete implementation of the same bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative of the fix: it contains the same Moonshine boundary correction as 46310 and adds the related Gemma4 patch and tests.", + "best_pr_reason": "PR 46546 is the best overall PR in the cluster because it is the more complete fix and includes validation, while still addressing the same concrete boundary error in Moonshine streaming.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying Moonshine right-window boundary bug; identical fix in the shared Moonshine files and same explicit issue target 46305, with 46546 adding a related companion fix/test coverage." + "reason": "Same underlying off-by-one right-window boundary bug in Moonshine streaming; the fixes are compatible and could plausibly be combined into one PR." } ] }, @@ -23356,12 +23536,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "6a21810767d7019b34ed13cfd87d3e564896e7f1e692760de4a5ff3c4c12d3f5", + "prepared_review_unit_hash": "988767cbf3a81acd9a0db4c1449bbefcc73ec9b8da2c299dbcb9b669f9a0ba31", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5937, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23369,7 +23549,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5937, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23378,18 +23558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one adds multimodal support to continuous batching, and the other adds the HunYuan VL model and its docs/tests. They do not appear to fix the same code-path problem.", + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching in generation internals, while the other adds the HunYuan VL model package, docs, auto-mapping, and tests. They do not appear to be the same underlying bug or mergeable into one PR.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different features in different parts of the codebase and are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46417 is the stronger standalone PR: it is a self-contained model addition with docs, code, and tests, whereas pull_request:46376 is a draft infrastructure change and not a duplicate of the other PR.", + "best_pr_reason": "Neither PR is a global representative for the other; PR 46376 is a generation/runtime feature, while PR 46417 is a new model integration. There is no single best PR for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different goals and code paths: continuous batching/multimodal cache work versus adding a new HunYuan VL model stack. They are not mergeable as one PR and do not represent the same bug or feature." + "reason": "Different scopes and code paths: continuous batching multimodal support versus HunYuan VL model/documentation integration. They are not the same concrete change and should not be merged as duplicates." } ] }, @@ -23419,12 +23599,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "573e85a73aa5aea08f6fd6e66d29cd314131cb266ac77a55dca53423f11c33a8", + "prepared_review_unit_hash": "7ed740014c0a8bc25278b22b51f9ed4f56b1639a454d3ea9d220c76a41b93825", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -23432,7 +23612,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -23441,18 +23621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated tokenizer fixes: one changes CodeLlama decode behavior to preserve leading spaces, while the other adjusts AutoTokenizer routing for specific DeepSeek checkpoints. They should not be clustered as duplicates.", + "summary": "Two open pull requests in the cluster address different tokenizer bugs in different model families: one fixes CodeLlama decode stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer class selection. They are not duplicates and should remain separate.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs fix unrelated tokenizer issues in different code paths and model families.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because there is no shared underlying change to consolidate.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different models and different code paths: CodeLlama decoder stripping vs DeepSeek checkpoint-to-tokenizer-class selection. They do not appear mergeable into one PR." + "reason": "Different bugs and fixes: CodeLlama decode-space stripping vs. DeepSeek model-tokenizer-class routing. Different files, model targets, and code paths, so they are not the same underlying change." } ] }, @@ -23482,7 +23662,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "1b822f7769f8a5da1dec56c6db8cba99639bf0091398d137539f617a6dfffb35", + "prepared_review_unit_hash": "b224ac24bf6c99712f2db9e7ab7b5e02479a7327e642513563966afbede0ccf8", "component_budget": { "node_count": 2, "item_count": 2, @@ -23504,18 +23684,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the Mistral tokenizer area and even share several files, but they are different changes: one moves `MistralConverter` into a dedicated `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They are related follow-up/refactor work, not the same underlying bug or feature change.", - "confidence": 0.96, + "summary": "Two distinct Mistral PRs: one refactors/moves the existing Mistral converter into a package, the other adds tekken tokenizer detection/conversion/save support. They overlap in files and subsystem but are not the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the more substantive feature change, adding tekken tokenizer detection/conversion/save support; #46603 is a narrower packaging refactor that extracts `MistralConverter`.", + "canonical_pr_reason": "PR #46604 is the stronger representative: it introduces the substantive new tokenizer detection/conversion/save behavior, whereas #46603 is mainly a code organization/refactor of the Mistral converter.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 best represents the cluster because it contains the concrete new tokenizer functionality, whereas #46603 is primarily an internal move of existing Mistral conversion code.", + "best_pr_reason": "PR #46604 best represents the cluster because it delivers the broader functional Mistral tokenizer change and is more likely to be the primary user-facing work.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Shared Mistral tokenizer files do not make these the same change: #46603 relocates `MistralConverter`, while #46604 implements tekken tokenizer support and utilities. They would not plausibly merge into one single PR as duplicate code-path fixes." + "reason": "Different underlying changes: #46603 moves MistralConverter into the integrations package; #46604 adds tekken tokenizer detection and save/conversion utilities. Shared files/subsystem are not enough to treat these as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 57a15ab436bd8ad241bca4e2a0c123ffca1c20f8..0a56fcb76515ddd06d883f4ae00ee36a70779186 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260617t060052z", + "analysis_id": "hybrid-model-20260617t120115z", "archived_artifacts": { - "hybrid": "snapshots/20260617T060052Z/analysis-runs/hybrid-model-20260617t060052z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260617T060052Z/analysis-runs/hybrid-model-20260617t060052z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-17T06:10:53Z", + "published_at": "2026-06-17T12:12:51Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260617T060052Z", + "snapshot_id": "20260617T120115Z", "variant": "hybrid" } diff --git a/snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.json b/snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..6d2e4adbd16e8eafd7ca20339d9d6e5b2d8feb9c --- /dev/null +++ b/snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.json @@ -0,0 +1,2258 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260617T120115Z", + "generated_at": "2026-06-17T12:12:48Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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The strongest duplicate subgroups are the DeepSpeed ZeRO-3/Bert IndexError reports, the Qwen3.5-MoE rotary/offload reports, and the torch 2.4.1 compatibility reports; most other pairs are only loosely similar and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43596 is the cleanest canonical issue because it is the most concrete DeepSpeed ZeRO-3/Bert initialization failure and has an almost exact duplicate in issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best issue to keep within the true duplicate subgroup; it has the clearest reproduction and title, while the rest of the cluster spans different bugs or docs cleanups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different bugs: a missing Qwen3_5Config field vs a streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and failures: GPT-OSS on AMD GPUs vs an MPS histogram op error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure modes; only broad device/runtime similarity." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different bug class: autocast dtype mismatch vs GPT-OSS GPU support failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different concrete issues: AMD GPU breakage vs a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: GPT-OSS GPU support vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different failures: collective mismatch under ZeRO-3 vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and errors: ModernBERT ONNX export vs Qwen3Moe FP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different issue types; export error is unrelated to Qwen3 auto device mapping assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "One is a runtime crash in table QA; the other is stale RAG documentation." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5, but they reference different removed features and pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different bugs: ONNX export error vs GenerationMixin import error." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different functionality: TRL SFT embedding unpacking vs resume-training with remote code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are runtime shape/device problems, but they are different models and different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: ZeRO-3 Bert init IndexError vs a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different code paths and failure modes; no shared underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Related only by generic IndexError wording; the concrete failures are different." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different models and causes: mask/tensor shape mismatch vs video token/template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: generic indexing mismatch vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different topics: training resume with remote code vs a broken Nemotron example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different issues: Qwen3.5 video input StopIteration vs training-resume problem." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different models and code paths; not the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different model/component failures; no shared bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/Bert initialization IndexError; only the model wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different scope: Liger Kernel cross-entropy dispatch vs GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different failures: Qwen-3 NVFP4 runtime error vs LoRA merge/reload inconsistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different problems: processor failure for Voxtral vs remote-code model_class config_class AttributeError." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape/runtime errors, but they are not the same checkpointing/FSDP bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: a 2-D weight RuntimeError vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5-MoE rotary embedding/offload bug; one report describes the symptom, the other the materialization failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated: Bert ZeRO-3 init IndexError vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training-stack problems: activation checkpointing/FSDP vs CustomTrainer signature mismatch." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes; not mergeable as one bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific issues: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime errors; only shared broad MoE/GPU context." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different bugs: expensive reverse embedding lookup vs video template/token mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different feature regressions: Gemma3TextConfig/vLLM attribute error vs Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different model bugs: device-map forward mismatch vs reverse embedding lookup cost." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch/transformers compatibility regression around torch 2.4.1; the titles only differ in specificity." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different compatibility/runtime issues; no same underlying bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different issues: activation checkpointing/FSDP vs Qwen3 auto device mapping assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/device problems and different models." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific bugs; only broad multimodal context overlaps." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures and different model families." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different issues: NVFP4 runtime error vs TRL SFT input embedding unpacking." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different problems: Liger Kernel cross_entropy invocation vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different stack layers and bugs; not the same issue." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: checkpointing/FSDP mismatch vs import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics entirely: GPT-OSS GPU support vs RAG docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Liger Kernel cross_entropy being called vs mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the cluster is mostly heterogeneous, and the three accepted duplicate pairs are well-supported by the titles/body themes. The conservative false verdicts on the soft edges are reasonable, and I did not see any overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "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:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "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:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:43828", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:44805|issue:44918" + ], + "prepared_review_unit_hash": "f8a61cd3c240b622ff17fd8eccfe6c5702b460557d233426491425b23537324a", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39815, + "estimated_input_tokens": 9954, + "estimated_eval_tokens": 20164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only clear duplicate-like cluster is the AutoTokenizer v5 regression around issues 45812 and 45920. The ZeRO-3 IndexError reports are similar, but this packet does not show enough evidence that they are the same underlying bug; they look related at best, not confirmed duplicates. The rest of the items are distinct model-, version-, or docs-specific reports.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45920 is the broader umbrella v5 AutoTokenizer regression, covering multiple model families and having inbound references, while 45812 is the narrower Granite-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall issue candidate because it is the broadest current report of the tokenizer regression and can absorb the narrower Granite-only duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are load failures, but one is a corrupted checkpoint and the other is missing text-encoder weights; different underlying problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/transformers compatibility, but they target different version combinations and different breakages." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated failures: a specific PaddleOCR-VL/vLLM load issue versus a build/runtime support regression with USE_DISTRIBUTED=0." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "These are similar ZeRO-3 IndexErrors, but the packet shows different model contexts (Gemma3 vs BertModel) and no clear evidence they share the same underlying initialization bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are model-specific runtime errors, but one is a missing sliding_window_pattern config field and the other is a CUDA assert with auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation complaints, but they concern different pages and different obsolete text." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Completely different failures: missing Float8 storage type versus a PyTorch distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: AMD GPU model failure versus table-question-answering task crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different code paths: Liger kernel cross-entropy dispatch versus Qwen3-VL video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "A detokenization bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure modes: device-map mismatch versus chat-template video token mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and a Gemma4 device mismatch are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure versus docs cleanup; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "These look like the same v5 AutoTokenizer regression affecting multiple model families; 45920 is the broader umbrella report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "A specific Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation updates." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed-build regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a Qwen3-MoE runtime issue; not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but they arise in different loading scenarios and do not clearly share the same code path." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading/runtime failure and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model families and symptoms: unit-test load failure versus checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "A Torch 2.10 compatibility issue and a pydantic PretrainedConfig regression are different problems." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different domains: tokenizer detokenization versus table QA runtime failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "One is a ZeRO-3 load-time IndexError; the other is a version-compatibility report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is not the same as the pydantic config regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat, but the concrete failures differ and there is no evidence they share the same code path." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and an MPS histogram kernel error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime failures: grouped_mm tracing versus an MPS histogram op not implemented for Int." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and a Gemma3 sliding_window config error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are numeric/dtype-related MoE errors, but they hit different operators and contexts; not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A weight-tying bug and a corrupted checkpoint are different issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are different concrete problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Same broad error class (IndexError) but different mechanisms: mask/tensor shape mismatch versus ZeRO-3 zero-sized load failure." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class lookup are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 API regressions in config handling, but they affect different fields and different code paths." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version compatibility versus Gemma4 device placement; no shared underlying bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "A PaddleOCR-VL loading failure and GGUF gpt-oss support request are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Same as the other 44805/44918 pairing: different failure modes, so not a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The AutoTokenizer cluster (45812/45920) is grounded by the titles and inbound refs, but the ZeRO-3 pair is overstated: the packet only shows two similar IndexError reports with different model contexts (Gemma3 vs BertModel), not evidence of the same underlying initialization bug or an identical duplicate. The summary should be softened to say they are similar and possibly related, not clear duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "5298065054cadfa97f248d633428b5b0f951ff26f402249ac832fc22742ec8e8", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36234, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous Transformers issue cluster with several unrelated bugs mixed together. A few soft pairs look like true duplicates, notably Qwen3.5 video-input regressions, SigLIP2 output problems, a remote-code custom-module loading collision, and the input_ids/inputs_embeds validation error-message bug.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: int4 quantization OOM vs tied-weights regression in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/GPU path issues, but one is a grouped_mm tracing crash and the other is a tensor-parallel GPT-OSS problem." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss is unrelated to the Qwen3.5 streaming inference bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 regressions, but the failures differ: unexpected _is_hf_initialized arg vs pydantic PretrainedConfig field handling." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is a different code-path from the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm torch Dynamo tracing failure and missing Float8 storage are distinct runtime issues." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but image-preprocessor dtype mismatch is not the same as video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-length mismatch and DeepSpeed ZeRO3/BertModel index error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression: both describe video tokens/features mismatching in v5." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 behaving incorrectly in text/pipeline outputs, pointing to the same model-handling bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen multimodal issues: config unwrapping for from_config vs uninitialized rotary embedding state after to_empty." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is separate from Qwen3.5 embedding unpacking failure in TRL SFT training." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5/TR L embedding issue." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are different model-specific bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same remote-code/custom-module resolution collision, where the wrong module is reused or loaded from cache." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 conditional generation is a different model family and code-path than translation-model tied-weight regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is unrelated to tied-weight regressions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and docs mentioning removed run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a different model-loading bug than tied weights." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed docs command are unrelated documentation issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation bug family: broad input_ids/inputs_embeds XOR logic causing wrong or misleading errors, with 46463 as the T5-specific instance." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and round-trip behaviors; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausibly same-bug duplicates, and the rejected pairs are reasonably treated as distinct issues rather than overstated matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "accda159ccd29e870a8889553b0bbd5856917564dd55c79c4e77a3fffbfd041d", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38111, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 + }, + "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. The only clear duplicate is the non-persistent-buffer regression in 43950/44534; the other soft pairs are at best same-area reports, not the same concrete bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43950 is the clearest root report for the non-persistent-buffer regression; issue:44534 is a near-verbatim duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 has the most precise symptom framing and the strongest exact-duplicate match, so it is the best issue anchor for the only clear duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers v5 corrupts/fills non-persistent buffers with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/model-processor/quantization example bug and the other is a model-quality regression." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config loading and non-persistent-buffer corruption are different code paths and symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Gemma3 DeepSpeed loading failures." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are Qwen3.5/MoE training failures, but one is an autocast dtype mismatch and the other is a position_ids/SDPA NaN issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are unrelated quantization/runtime errors." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 45920 is broad multi-model wrong IDs while 46489 is a specific DeepSeek-Coder v1 detokenization gap." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and a version-dependent tokenization change are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and noisy model-loading output are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but zero probabilities and worse text embeddings are distinct symptoms without enough evidence of one root cause." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve non-persistent buffers, but 45902 is a Qwen3.5 MoE materialization bug rather than the generic from_pretrained corruption regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attn packed-sequence misinterpretation and CPU-offload incompatibility in rotary embedding are separate failures." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "The latter is a broader HF-vs-JAX SigLIP2 discrepancy; the former is a symptom report about weaker text embeddings, not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing being ineffective and int4 quantization causing higher reserved memory/OOM are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states logic is unrelated to Qwen3.5 non-persistent buffer initialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v loading failure do not share the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise is not the same as failure to load a specific model." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek-Coder detokenization and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noisy loading output and sleng-bert loading failure are different problems." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory use are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and early-stopping metric handling are unrelated training issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is a specific missing-fields config bug and the other is a broad regression report; not enough to treat as the same issue." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8Config failure are separate model-specific bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn2 fallback gating problem." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params keyword incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 are different model/loading problems." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram int support and Gemma4 PLE device placement are separate errors." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v loading failure and Molmo missing all_tied_weights_keys are unrelated model bugs." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions and Gemma4 PLE device mismatch are not the same underlying problem." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name handling and remote_code breakage are different config/path issues." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patching and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA cross-version incompatibility and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different runtime failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft pairs. The 43950/44534 duplicate anchor is clearly supported by the titles and summaries, and the remaining pairs are not overstated as duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "024f40ef3308a0e443df902e52536f14955cdd4bab8328274835aa97746f4683", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is really a set of several small duplicate groups rather than one single issue. The clearest duplicate families are docs for removed pipeline tasks, the `_is_hf_initialized` init regression, Whisper fbank extraction, Qwen3-family ZeRO-3 weight loading, and the mask-shape IndexError. Most other pairs are only broadly similar (same model family/subsystem) and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "If one issue must serve as the umbrella representative, issue 45020 is the broadest and most central regression report in this set: recent transformers versions break remote-code model loading across multiple downstream reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global representative because it captures the widest recurring failure mode in the cluster (remote-code/model-loading regressions) and is the most general duplicate target among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are transformers loading regressions, but they describe different concrete bugs: a broad remote_code break vs a specific Kimi-K2.5 tokenizer/codec regression." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizer performance, but the code paths differ: per-id skip_special_tokens handling vs convert_tokens_to_ids with many added tokens." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizer breakage, but they appear to be separate tokenizer regressions affecting different model lines and failure modes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a missing lm_head tie in a specific model class; the other is a from_pretrained buffer-loading regression. Different bugs." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are auto-model loading issues, but one is composite-config unwrapping and the other is missing config_class on remote-code models; different failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` regression: one surfaces through bitsandbytes Int8Params, the other through init_empty_weights/model loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 config failure vs the `_is_hf_initialized` constructor-argument incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve recent loading regressions, but they are not the same concrete bug or fix path." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same Whisper audio feature extraction bug; one report is the model-level failure and the other names the low-level fbank helper." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS. Different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing issues, but not the same bug: PEFT LoRA checkpointing vs a missing supports_gradient_checkpointing flag in a remote-code model." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but they affect different models and different error conditions." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "These are unrelated: a Trainer API signature mismatch vs a tensor mask-shape IndexError." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same underlying Qwen3-family ZeRO-3 weight-loading failure, reported on different variants with slightly different missing-weight symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading bugs for different architectures; only the broad symptom is similar." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "One is RLHF NaN/SDPA fallback behavior, the other is a flash-attention crash on sink-less models. Different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both point to the same Qwen VL video-input regression in v5.3.0, with the second being a specific model variant/error manifestation." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These describe the same mask/index shape mismatch error, just with different example sizes." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they are different models and different root causes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training weight-shape error vs segmentation-map preprocessing." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but they are for different architectures and likely different loader issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different Qwen attention/cache bug vs a NemotronH checkpoint-loading bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support vs a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: ZeRO-3 zero-sized index error vs a torch-version incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention model support/regression, but they are unrelated features: gpt-oss GGUF support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen-family rotary/position-id bugs with separate failure modes." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuild vs device_map placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are mostly conservative. The accepted pairs all have a plausible shared bug pattern (docs regression, `_is_hf_initialized`, Whisper fbank, Qwen3 ZeRO-3 loading, mask-shape IndexError, Qwen video regression), and the rejected pairs generally stay at the right level of caution by not collapsing similar-looking but distinct bugs. The umbrella representative choice for issue 45020 is reasonable, and the cluster summary does not overclaim a single unified bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44560|issue:44805", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:46459|issue:46512", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "571a0913994314f8169d8381925ca0dbfca92eb0e3840666f77aaa509d38b9dc", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37777, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related Transformer regressions and should stay separate. The only clear duplicates are a small set with near-identical bug symptoms/titles, especially the non-persistent buffer regression, plus a couple of model-specific output/init failures.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43644 is the cleanest canonical for the non-persistent-buffer regression: it names the Transformers 5.0.0 breakage directly and states the concrete symptom, while 44534 is essentially the same report in shorter form.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best representative issue overall because it is specific, actionable, and maps cleanly to its duplicate sibling; it is easier to triage than the broader or vaguer regression reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO-3 Bert indexing vs a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model paths and symptoms: multimodal dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are inference bugs, but they involve different models and distinct failure modes." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated problems: GGUF/gpt-oss support vs missing Float8 storage type during loading." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption vs Kosmos2.5 long-input indexing." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a specific Qwen2.5-VL class vs meta-device loading breakage across some models." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: Qwen3-MoE FP8 failure vs generic meta-device loading issues." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and symptoms: video StopIteration vs MPS histogram unsupported for Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; the notebook wording is just a repro variant of the general breakage." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile SDPA issue vs Qwen3.5 flash-attention crash." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different issues: video inference StopIteration vs TRL trainer unpacking failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Torch-version compatibility problems, but not the same concrete bug or code path." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different feature failures: a script execution problem vs GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: import path breakage for GenerationMixin vs Qwen3-MoE FP8 runtime failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same defect." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch is unrelated to a generic torch compatibility complaint." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different models and bugs: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: tokenizer-mapping model-addition bug vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model producing clearly wrong outputs; one report says zero probabilities, the other says nonsensical results through AutoModel/pipeline." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR indexing on long input." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation issues for different model families." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bug classes: ZeRO-3 Bert indexing vs tokenizer-mapping name handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: zero-sized BertModel indexing under ZeRO-3 vs add-new-model-like/tokenizer mapping logic." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different load/memory problems: gpu+cpu offload dequantization vs disabling mmap on Strix Halo OOM." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: tokenizer mapping edge case vs mask/tensor shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different failure modes and code paths: LoRA qwen3_moe hf4.x/hf5.x incompatibility vs packed-weight loading in BitNet AutoBitLinear." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 context, but one is wrong model outputs and the other is documentation-example errors and quantization mismatch." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk; only the title wording differs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-family runtime bugs, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model-specific issues: Qwen3 MoE LoRA compatibility vs Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3-MoE FP8 failure vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both report loading failures, but they are on different model repos and lack evidence of the same underlying bug." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Different regressions: ignored dtype on composite checkpoints vs stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the canonical/best-issue choices are supported by the titles and descriptions. The soft-edge decisions are mostly conservative, with the accepted pairs matching near-identical or clearly same-regression reports. I didn\u2019t see any overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:41720|issue:44155", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859" + ], + "prepared_review_unit_hash": "58206dcf100d4050f45b5279f668a82a60e03b4bce485f547757e6e581f1d686", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only the Gemma4/T5Gemma resize_token_embeddings reports look like the same underlying regression.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45276 is the broadest statement of the shared resize_token_embeddings bug, and 45335 reads like a narrower model-specific manifestation of the same omission.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the best representative issue because it captures the general API regression and can subsume the T5Gemma-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: weight loading under ZeRO-3 vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model/example failures; no shared concrete code path." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different Transformer 5.0 regressions: buffer initialization vs custom model init in notebooks." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as quantization/offloading not working." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Resume/max_steps calculation and SGD argument handling are separate Trainer/optimizer bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 CUDA reserved-memory/OOM behavior." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a docs/example mismatch plus quantization failure; the other is bad inference outputs. Not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load failures." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE offload/deepspeed conversion issue is unrelated to GLM-4.7-Flash test loading." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/Qwen3-MoE compatibility is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and unrelated loading paths." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is unrelated to sinq quantization save/load corruption." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra-state handling in save/from_pretrained is a different failure mode from init_empty_weights rejecting _is_hf_initialized." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug in related Gemma/T5Gemma wrappers; one is the broader report, the other a narrower variant." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crash sites and model classes: Qwen3.5 chat vs Gemma4Processor in serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash_attention, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch is not the same as failing to load a specific model." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but they are different model families and not clearly the same concrete fix." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility is unrelated to meta-device model loading regressions." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/model issues are unrelated to GLM5." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization and memory, but the failures are different: offloading behavior vs reserved-memory OOM." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and symptoms: Qwen3 device-map assert vs AudioFlamingo3 embedding/token leakage." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient-checkpointing/PEFT LoRA is unrelated to an apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model architectures and different failures: FSDP2 shared_kv_states bug vs from_config not unwrapping text_config." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline breakage are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Not the same bug: one is quantized offloading not working, the other is increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: FSDP2 attention state vs CPU-offload rotary embedding compatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:45276 and issue:45335, is plausibly the same resize_token_embeddings propagation bug across related Gemma/T5Gemma wrappers, and the rest of the soft-edge rejections are phrased narrowly without overclaiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "d2df45d77c709574d878c4c750c39bc37101ea6e1ebeba26e6ed635f94d5d989", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37888, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy, but one small duplicate set is clear: the resize_token_embeddings regression reported generically and in model-specific forms. Most other soft edges are only thematic matches (same subsystem or symptom class) and do not look like the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45292 is the clearest generic description of the resize_token_embeddings bug and sits at the center of the only obvious duplicate chain (with 45276 and 45335).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative of the actual duplicate subcluster because it states the shared failure mode without model-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-loading problems, but they involve different models and different quantization formats; no same code-path evidence." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is mmap behavior on Strix Halo; different bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track leakage vs Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective with LoRA and the other is disallowed in eval mode; different issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug and Gemma4 FSDP shared_kv_states bug are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken example; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; one report is model-specific and the other is the generic version." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support error and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and RLHF NaN from SDPA fallback are different problems." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Checkpoint loading for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are distinct." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux handling and Gemma4 FSDP state rebuilding are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are custom-model save/load related, but permissions propagation is not the same as wrong module resolution." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer bugs, but BPE marker handling and continue_final_message behavior are not the same issue." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug, with 45335 being the T5Gemma-specific manifestation." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are different failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab/special-token mismatch and inability to load a specific model are not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init and extra_state save/load handling are different custom-model issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are different problems." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow convert_tokens_to_ids and CodeLlama leading-space round-trip regression are different tokenizer bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID regression and convert_tokens_to_ids performance regression are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and generic tokenization changes do not look like the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve model loading, but base_model_prefix loading and notebook-defined custom model initialization are different failure modes." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression and from_pretrained behavior inside Python classes are not the same issue." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and compile non-template nodes TypeError are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention regression on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compile error on non-template nodes are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only clearly duplicated set in the packet is the resize_token_embeddings trio (45276/45292/45335), and the other soft-edge rejections stay within what the titles support. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:43425|issue:44918", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44737|issue:45859", + "issue:39404|issue:44671", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43582|issue:43632", + "issue:44451|issue:44987", + "issue:42915|issue:44530" + ], + "prepared_review_unit_hash": "34e241f4887ed61bafc85d439d2e231c7b43c96b46c2490803ffd32a54a40701", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37036, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers v5 regressions clustered by broad tokenizer/model-loading similarity, not true duplicates. The best anchor is the broadest v5 loading regression issue.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43611 is the broadest, most representative report of the cluster\u2019s main theme: Transformers v5 breaking model loading behavior in a general way.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best global representative because it describes a general v5 loading regression rather than a model-specific edge case or documentation-only problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different problems: an isolated reproduction of an older bug versus a Qwen3.5 PagedAttentionCache crash in linear_attention." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs-only mismatches, but one is about `return_all_scores` behavior in text classification while the other is about removed pipeline task docs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different failure modes: SigLIP2 wrong outputs versus a `ModelOutput` key-assignment bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated areas: `torch.export` incompatibility with `torch_compilable_check` versus Perceiver image-classification resizing behavior." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "No shared bug: torch version compatibility versus a Qwen3.5/TRL embedding-unpacking issue." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer/model regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both are loading errors, but one is a T5 tokenizer method-name conflict and the other is gguf_file handling in from_pretrained." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/load extra_state handling is distinct from `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Different persistence paths: quantized save/load corruption versus `continue_final_message` on mistral_common tokenizers." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but one is a dev0 regression and the other is a weight-shape mismatch; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated: isolated reproduction of an old issue versus a mistral_common tokenizer behavior bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: loading EMBEDDIA/est-roberta versus `_patch_mistral_regex` backend-tokenizer assumptions." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "One is Qwen3 MoE training memory inefficiency; the other is a Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel indexing error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Different surfaces: extra_state save/load versus video input regression for Qwen VL models." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading failure for a specific tokenizer/model is not the same as the mistral regex patch crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but one is a tokenizer/model load failure and the other is a composite Qwen config `from_config` issue." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "They both mention tokenizer behavior, but one is about `AutoTokenizer` ignoring `tokenizer.json` while the other is a specific DeepSeek-Coder output regression tied to a separate fix gap." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "General v5 loading breakage versus non-persistent buffers being filled with junk; different root causes." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but one is XLNet CPU placement inefficiency and the other is Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM prediction errors are different bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model-family regressions: CLIP structure inconsistency versus Sam3 text-encoder weights not loading." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to Qwen3Moe FineGrainedFP8Config failures." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor/model dtype mismatch is unrelated to a template compilation TypeError." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "`TOKENIZER_MAPPING_NAMES` add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code=True` is not the same as a Qwen3.5 paged-attention crash." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and `_is_hf_initialized` flag breakage are different runtime issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Model load failure for a specific checkpoint is not the same as the Qwen composite-config loading bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is distinct from PagedAttentionCache crashing on Qwen3.5 linear_attention groups." + } + ] + }, + "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": 23, + "review_unit_index": 10, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:44464|issue:45987", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "c6a0d4b2c17a2b00549b18d24b046d0d5e19a1c6069c6974177363e4ffc9bc37", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38095, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bug reports. None of the soft pairs look like the same underlying issue closely enough to merge, and the strongest representative issue is the non-persistent buffer regression (#43644).", + "confidence": 0.79, + "canonical_issue_reason": "#43644 is the clearest, most central report with a broad v5 regression and strong signal; it also aligns closely with the near-duplicate #44534.", + "canonical_pr_reason": null, + "best_issue_reason": "#43644 is a well-scoped, high-signal bug report with a concrete failure mode and broad impact, making it a good cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different subsystems and failures: perplexity/debugging of a model vs tokenizer backend special-token updates." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated errors: torch-dynamo grouped_mm tracing vs tokenizer/template compilation." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Token counting state bug vs multimodal iterable dataset/image batching failure." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 breakages, but one is buffer initialization junk and the other is custom model init; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend-installation issues: missing tensorflow in extras vs unknown tensorflow_text backend mapping." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio area, but one is a center-arg regression in an extractor and the other is a separate fbank helper issue." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures affecting different models and code paths." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal dataset/image batching bug vs tokenizer continue_final_message behavior; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic from_pretrained gguf_file breakage and the other is a model-specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer class conflict vs custom model initialization in notebooks; different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload loading vs Qwen2.5 GGUF loading; not the same failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Tokenizer compilation error vs GraniteMoEHybrid calling an invalid method; different code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they target different models and likely different root causes." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs MIMI encoder batching/padding-mask mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading vs mistral_common continue_final_message; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs StaticCache return-type contract; different bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise/logging issue vs Mistral tokenizer regex patch crash; not the same problem." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Similar v5/custom-model theme, but one is custom init breakage and the other is non-persistent buffer corruption." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure on Qwen3Moe vs template compilation TypeError; unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute issue vs tokenizer loading regression for a different model." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs device-dependent serialization bug; different concrete failures." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model notebook/init regression vs non-persistent buffer junk; not the same underlying issue." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs: hidden states output vs rope index scaling for Qwen2.5-VL." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Batched-vs-single MIMI encoder outputs vs DAC forward/from_latents mismatch; unrelated." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection issue vs TrainerState token-count tracking bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failure than a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure for a specific repo vs tokenizer regex patch crash; different roots." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8/Qwen3Moe issue vs init_empty_weights unexpected argument; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method conflict vs key error loading MobileLLM-125M; different bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache length return-type contract; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs processor output-size mismatch; different areas." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken argument collision vs a model-loading regression for another repo; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:42915|issue:44589", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43632|issue:44534", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "a93d8313339ab1ceb179fc9d2539eafaa163e3279fe09a6ffe92a8ddb023c6d9", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36721, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers/model bug reports. Only the two Qwen3.5 save_pretrained regressions look like the same underlying issue; the rest are related by theme but not by the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45216 is the broader regression report for Qwen3.5 save_pretrained checkpoint corruption; issue:45357 reads like a later, narrower follow-up about the visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best anchor because it is earlier and more general, making it a better representative of the duplicated Qwen3.5 save_pretrained bug than the more specific follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve FP8/float8 failures, but one is a Qwen3MoE FineGrainedFP8Config failure and the other is a storage-object lookup error; not clearly the same concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal load/runtime failures, but they affect different model families and error paths (Llava Next segfault vs Qwen3OmniMoe video ValueError)." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL rope/vision position handling, but one is a broad video-input regression and the other is a specific still-image temporal scaling bug; not enough to treat as the same defect." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same model family and same save_pretrained regression; the later report just narrows the symptom to incorrect visual encoder keys, so they plausibly describe one underlying checkpoint-saving bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer constructor conflict in T5 is unrelated to Qwen3 auto device mapping / cudaErrorAssert." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a loading failure and the other is a performance slowdown in convert_tokens_to_ids; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Granite speech config loading are unrelated issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and loading noise are different regressions with different symptoms." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "A torch_extract_fbank_features issue is not the same as compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to a Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one affects Granite token IDs and the other is a CodeLlama round-trip spacing issue." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise on model loading and tokenizer loading failure are different problems." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing failure is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and float8 storage lookup error do not describe the same code-path problem." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and multi-image IterableDataset finetuning are different training scenarios with different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to float8 storage resolution." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are unrelated internals." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and DeepSeek-R1-Distill-Llama accuracy regression are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config pad_token_id attribute error are unrelated model-loading issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading failure and Qwen3 MoE training memory inefficiency are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow backend in torch extra install and tensorboard-only undefined tf backend error are related packaging areas but different concrete failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (issue:45216 / issue:45357) is a conservative same-bug call based on the two Qwen3.5 save_pretrained regression reports. The remaining pair verdicts stay appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44829|issue:45479", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:43818|issue:46402", + "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "6dd359c9ce050d97fdc399dd04954f9856a1d9a04c4942dbcd99686f274215c2", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clearly duplicate-worthy pair is the Qwen2.5-VL position-id regression between 45325 and 45381. The SigLIP2 pair is too broad to merge conservatively, despite shared model family and wrong-output symptoms.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45325 is the best canonical issue anchor: it states a specific root-cause-style regression in the shared Qwen2.5-VL rope/position-id path, and issue:45381 reads like the same concrete bug from another angle. The rest of the cluster is mixed and does not form a single coherent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the strongest representative issue overall because it describes a concrete, reproducible v5.3.0 regression with a clear affected code path and a plausible duplicate target in 45381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special-token behavior, but one is runtime post-processor syncing and the other is add_special_tokens/BOS-EOS handling; different bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate-training/classification failures, but the models, triggers, and code paths differ." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is ModelOutput key bookkeeping and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failures: Qwen3 CUDA assert vs a Mistral tokenizer patch crash." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated model-specific loading/architecture issues in different model families." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization, but one is repo tokenizer selection and the other is a Granite token-ID regression; distinct issues." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different problems: Video-LLaVA tower weights vs Qwen3.5 visual-key serialization." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are transformers v5 loading regressions, but they fail in different parts of model initialization." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: non-persistent buffer junk vs ModelOutput key assignment." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Completely different areas: packaging/backend extras vs PaddleOCR-VL model loading." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: torch.export with torch_compilable_check vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL position-id regression in the shared rope-index / video-vs-still-image code path." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is weight tying on load and the other is serialization behavior; different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family and broad wrong-output symptoms, but the packet does not conservatively establish the same concrete SigLIP2 bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL vision input, but one is finetuning multi-image IterableDataset failure and the other is a video position-id regression." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: Whisper runtime failure vs meta-device loading breakage." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL position IDs vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading failures in unrelated model families." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different regressions: _is_hf_initialized handling vs dtype mismatch in inference." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: init_empty_weights/_is_hf_initialized argument error vs strict granite_speech config loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to a tokenization-version change regression." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different compatibility problems: PaddleOCR-VL loading in vLLM vs torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failures: Qwen video-input regression vs Gemma4 device mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export/torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to GraniteSpeech checkpoint loading." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The Qwen2.5-VL anchor on 45325/45381 is grounded, but the SigLIP2 pair is overstated: the packet only shows the same model family plus broad wrong-output symptoms, not enough to conservatively call 43493 and 43994 the same bug. The rest of the soft-edge rejects look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:43881|issue:44991", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "5db35f690642d73a4ca56df7293dfeb05fd8f39e7af0134b6c1a641e78c11078", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated bug reports with only superficial theme overlap (loading/offloading, tokenizer regressions, device_map issues). I don\u2019t see any soft pair that is clearly the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest representative of the small offloading/quantization subgroup, and its title is generic enough to cover nearby device_map/offload reports better than the narrower model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 best captures the most central recurring theme in this cluster (offloading/quantization/device_map failures) and is the most reusable representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: perplexity/evaluation vs empty-transcription generation; no shared code path." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and symptoms: inputs_embeds/past_key_values generation vs auto device map cuda assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models/components with no indication of the same root cause." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying/generation bug vs torch.compile+SDPA issue; unrelated code paths." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC latent/STE mismatch are different model-specific problems." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors vs finetuning failure on iterable datasets; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs torch.export failure via torch_compilable_check; different areas." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but the models, failure modes, and code paths are distinct." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and slow convert_tokens_to_ids are unrelated regressions." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask bug and OmDet-Turbo processor size mismatch are different issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed and a trust_remote_code gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for a specific tokenizer and the other is broader AutoTokenizer id mapping." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/generation bug vs dtype mismatch in bfloat16 inference; no shared root cause." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Similar offload/quantization wording, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVision and packed-weight unpacking in BitNet are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask batching bug and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient checkpointing/LoRA inefficacy are different problems." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization bugs are distinct." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx config regression and Qwen composite text_config unwrapping are different model-config issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load and sinq save/load breakage are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and symptoms: Qwen3 device-map cuda assert vs Llava Next load segfault." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Molmo weight-tie attribute error are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py runtime failure are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory growth/OOM and T5 apex RMSNorm memory leak are different memory-related issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading failure are separate components and not clearly the same root cause." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping crash and flash-attention generation correctness issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 14, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "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:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:26413|issue:28530", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "162d0b497ba6bebd5ed065db79df2c0334a3f39e40de826eb909b7e799d2da79", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37071, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports with some superficial overlap around regressions, tokenization, offloading, and multimodal loading; none of the soft pairs look like the same concrete bug, so no soft edge is accepted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45701 is the broadest regression-style report in the set and is the best representative of the cluster\u2019s loose version-dependent behavior theme, though it does not truly subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general issue here and the closest thing to a cluster anchor, but it still isn\u2019t a duplicate umbrella for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied lm_head serialization and the other is incorrect visual-encoder key saving; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected trainer callback kwargs and FineGrainedFP8 quantization failure are unrelated failure modes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection and tokenizer-loading failure are different code paths and different root causes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape handling is unrelated to a version-dependent tokenization regression." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are separate Trainer bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model is not the same bug as generic tokenization changes across versions." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching crash and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel-decoder dummy layer and Sam3 text-encoder weight loading are different components." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and mmap OOM avoidance are different underlying problems." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device-mapping crash and a 3d_parallel.py launch failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure and packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading and max_steps recalculation on resume are distinct Trainer/model-loading issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Untied lm_head weights and incorrect visual-encoder save keys are separate serialization bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in custom multimodal code is not the same issue as general tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "SDPA/torch.compile behavior and CPU-offload device mismatch are different runtime failures." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage and from_pretrained inconsistency in Python classes overlap loosely but are not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 device-map mismatch are different model-specific failures." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizes, but they hit different models and different preprocessing/model-interpolation logic." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FP8 quantization failure and dequantized model load with device_map offload are not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but the AttributeError causes and affected processors differ." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and a 3d_parallel execution issue are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and read-only permission propagation are separate filesystem-related bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map assert and GPT-OSS tensor-parallel failure are different distributed-inference problems." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx config omission are distinct issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are different model behaviors." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantization config failure and kernels package version/revision requirement failure are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and auto device-mapping CUDA assert are different layers of the stack." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer implementations and different triggering inputs; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Beit label reduction and glm-4v loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 15, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "927346f591c6180b59ef1799615d5d94e48d51e46b5ab1d92b91fd74d8a561d9", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly false positives: the candidate pairs span unrelated bugs across tokenizers, multimodal processors, loading/offload, quantization, docs, and model-specific regressions. I reject all soft edges; no duplicate issue cluster is supported from the titles alone.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44387 is the strongest standalone report: it describes a broad, reproducible quantization/OOM regression and has high discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FineGrainedFP8Config vs Llava Next segmentation fault on load." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading is not the same as generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3 issues: video-input ValueError vs weight_only loading error." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency and T5 add_special_tokens name conflict are separate bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak have different causes and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is not tokenization-version drift." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but CPU offload device mismatch and unpacking packed weights are distinct code paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and docs mentioning removed pipelines are unrelated documentation issues." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and from_pretrained-in-Python-class behavior are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are separate failures." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding_window on Qwen3-MoE and from_config not unwrapping text_config are different model/config problems." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local-model warning is unrelated to undefined video-patch helpers in multimodal token counting." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Tuple-label truncation in gather_for_metrics is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch during CPU offload is not the same as a tokenizer special-token registration bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to progressive generation with embeddings and cache." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert have no shared root cause." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Wrong visual-encoder save_pretrained keys and Sam3Model text-encoder load failure are different model-loading bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to missing Float8 storage during loading." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "A specific model loading failure and tokenizer loading regression are not the same underlying issue." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Unwrapping text_config in from_config and CPU-offload rotary embedding incompatibility are distinct Qwen bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated API issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation and zero-loss single-label classification are different classifier bugs." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk and from_pretrained behavior inside Python classes do not describe the same defect." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not a general model-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": 23, + "review_unit_index": 16, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:43381|issue:45704", + "issue:43746|issue:46050", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:43746|issue:43873", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "f17445148626af7bff4e097f0afd715e718abed375a99f82f984b114aaf1eb51", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issue reports across different subsystems. The only clear duplicate/merge candidate is the exact Qwen2_5_VLProcessor.apply_chat_template crash pair (44514, 44545); the rest should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44514 is the earlier, slightly more detailed report of the exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash described in 44545.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the strongest standalone representative of the only true duplicate pair here: it is clear, specific, and earlier than the matching report in 44545.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: Perceiver resolution/interpolation failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a tied-embeddings warning during LoRA fine-tuning; the other is a save_pretrained visual-encoder-key regression." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading `physical-intelligence/fast` fails for a different reason than PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc-example model/processor mismatch and quantization errors are not the same as the OmDet-Turbo input-size bug." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation in SmolVLM is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and config save/load token-ID loss are distinct tokenizer issues." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert on auto device mapping is unrelated to the apex RMSNorm memory leak in T5." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: unpacking Qwen3.5 embeddings in SFT vs evaluate() breaking after train()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Memory leak in T5 RMSNorm and missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading failure is not the same as sinq quantized save/load breakage." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline mode, but 44843 is a specific `_patch_mistral_regex`/`model_info()` root cause while 42886 is a broader cache-loading report." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash; only the report metadata differs." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "`from_config` text-config unwrapping and a missing `supports_gradient_checkpointing` flag are different code paths." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example quantization failure is not the same as offloading behavior with quantization." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM prediction regression are different models and symptoms." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates at runtime are not the same as BigBirdTokenizer mask-token registration/decode failure." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantized offloading behavior are separate problems." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading error is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor syncing and LayoutLMv2 NER/padding crashes are different bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a `GenerationMixin` import error have no substantive overlap." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer-regex logic, but one is an AttributeError in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/regression report." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights and DAC STE mismatch are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode failure and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and long-ocr index error are different issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to a dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure and DiaConfig token-ID loss are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: the only supported duplicate is 44514/44545, whose titles describe the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash. The other soft-edge rejections stay conservative and do not overclaim duplication from title-level 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": 23, + "review_unit_index": 17, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:43611|issue:46665", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44220|issue:44661", + "issue:43335|issue:43756", + "issue:30064|issue:36331", + "issue:43550|issue:43819", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:43540|issue:44008", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:34634|issue:36010" + ], + "prepared_review_unit_hash": "b6444da641088050d88761e737ca4b7d439dc6c5a1c1393e67e044b7aff91e83", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35862, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues across different models, tokenizers, and runtime paths, so I reject all soft duplicate links. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading bugs, but they fail in different places: AddedToken/special kwarg duplication vs loading cjvt/sleng-bert. Not the same underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template feature/token count mismatch in Qwen3.5-9B. Different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel/DeepSpeed zero3 initialization error is unrelated to audio fbank feature extraction. Different subsystems and failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug and FA2 long-context performance regression are different issues, even if both are generation-related." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output divergence affect different models and concrete behaviors." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading APIs, but one is about base_model_prefix breakage in Transformers 5.0 and the other is inconsistent from_pretrained behavior inside Python classes. Not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing fields from trust_remote_code AutoConfig are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration vs DAC.from_latents STE mismatch are different components and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching/NER crash and Perceiver image classification resolution handling are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like / TOKENIZER_MAPPING_NAMES logic are not the same underlying problem." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer drop are different architecture/config issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void-segmentation failure and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device map cuda assert and tokenizer loading failure for EMBEDDIA/est-roberta are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields from trust_remote_code and the other is strict config rejecting granite_speech. Different causes." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one fails due to unconditional hub lookup in offline mode while the other crashes on backend_tokenizer access. Same helper, different defects." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Gemma3n audio_mel_mask name collision are unrelated model bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are not the same code path." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs errors and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash and FastSpeech2ConformerTokenizer loading failure are both tokenizer-related only at a very broad level; different components and failures." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output changes across versions vs CamemBERT masked LM prediction errors." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and removed pipeline-task docs are not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are both v5-related but distinct loading/runtime problems." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault on load and MPS histogram not implemented for Int in MoE are different failures in different stacks." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input_ids/inputs_embeds validation errors and degenerate zero loss for num_labels=1 are unrelated model behaviors." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset and GenerationMixin import failure do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 18, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:43950|issue:45987", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:44991|issue:46291", + "issue:43782|issue:44977", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285" + ], + "prepared_review_unit_hash": "a7e01126c680df3b05679edfe6619985f7f47606e6e0bbe2acec996c521d023b", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad ecosystem themes but not the same concrete bug or fix path. I reject all soft edges and use the broad remote_code regression report as the best issue representative.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 45020 is the broadest, most central regression report in the set: it captures recent-version breakage affecting remote_code models and is the best umbrella representative among these issue-only items.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the most general and plausibly absorbing report for related version-regression breakages in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference/runtime mismatch bugs, but they affect different models and different failure modes (CPU offload device mismatch vs bfloat16 dtype mismatch)." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and different root causes; one is an image preprocessor/model dtype mismatch, the other is a Gemma3n forward variable-name collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Training metric batching loss vs generation cache correctness are unrelated code paths." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "One is a from_pretrained buffer persistence regression; the other is a StaticCache return-type contract bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input regressions, but for different models and different input pipelines; not the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Hardware-specific allocator TypeError and stale config dtype are unrelated issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An error-message/documentation issue is not the same as a model-output regression in pipeline/AutoModel usage." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different multimodal models with different bugs: dtype loading mismatch vs missing temporal attention/shared weights." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Both are loading/import problems, but one is tokenizer loading for a specific model and the other is a kernels dependency/version requirement issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Model-load weight_only error and flash-attention generation failure are separate failure modes." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different validation paths; video chat-template mismatch is not the same as T5 decoder-input error messaging." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme of recent-version breakage, but not the same concrete bug: one is removal of is_torch_fx_available, the other is a broader remote_code regression report." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update logic and Whisper batch_decode skip_special_tokens handling are distinct tokenizer features." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "An index/mask shape mismatch is not the same underlying problem as train-then-evaluate failure." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video regressions with different symptoms and likely different code paths." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch in inference are unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to a bfloat16 dtype mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "They are both about pipeline removal fallout, but one is an incorrect runtime error message and the other is stale documentation." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both concern tokenizer behavior, but the titles are too broad to confirm the same concrete added-token spacing bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM loading breakage and init_empty_weights argument handling are different loading bugs." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length return type and text_kwargs return_tensors handling are unrelated API bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Model dtype loading and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization ergonomics, but one is a Transformers 5 notebook regression and the other is a from_pretrained behavior inconsistency inside classes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A CamemBERT masked-LM prediction regression is not the same issue as a general tokenization change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend installation and Mistral regex patching are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and custom trainer compute_loss signature mismatch affect different subsystems." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model-loading internals, but the sys.modules access bug and CLIPTextModel structure inconsistency are different code paths and symptoms." + } + ] + }, + "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": 23, + "review_unit_index": 19, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:39692|issue:44912", + "issue:42490|issue:43257", + "issue:38175|issue:44610", + "issue:43746|issue:44811" + ], + "prepared_review_unit_hash": "3c6815d0d31e14ba34fb3514beb0086258a2daa8484450371f4fe6c3aebbea69", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35946, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic group of Transformers issues across many unrelated areas (tokenizers, model loading, quantization, vision/audio, training, and backend-specific bugs). The soft similarity links are theme-level, not true duplicate-level matches.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s shared theme of recent Transformers loading/regression problems, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single cluster label because it is the most umbrella-like recent regression report; however, the rest of the items are too heterogeneous for a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token registration vs MXFP4 quantized loading fallback." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs CUDA float16 loss crash are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL issues: weight_only load error vs rope-index temporal scaling bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are load-time attr errors, but on different objects/models and different APIs; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is an import/dependency break and the other is a tokenizer chat-template behavior bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is model-specific; 45020 is a broad remote_code regression, not the same failure." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error vs PIL backend torchvision requirement are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "One is a model weight-tying warning bug; the other is a downstream LoRA warning about config mismatch." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal-token helpers vs stale auto_mappings config references are different problems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug vs RTDetrV2 output drift are distinct model issues." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantized loading in git-oss-20b." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error vs CLIPTokenizer max-length bug are different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "ImageProcessor label handling and MPS attention correctness are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF from_pretrained breakage is not the same as a specific tokenizer load failure for est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed loading vs multimodal token counting undefined symbols are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one older issue is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch and DiaConfig token-ID persistence are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed zero3 index error during training vs train-then-evaluate failure are not the same code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to Jupyter custom-model initialization regressions." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in torch extra vs kernels dependency version/revision requirement are different package issues." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking bug and OmDet input-size mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as git-oss-20b quantization fallback behavior." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash import warning and Qwen3 MoE loading/accelerate issues are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities vs OmDet processor/model size mismatch are different model-specific bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "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": 23, + "review_unit_index": 20, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43606|issue:45859", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:43540|issue:46701", + "issue:43650|issue:43906", + "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:43404|issue:45127", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "1a97e3ea627bfe5551850cb37b09d08bd27cbd993698033c35a6b513f1e7ed82", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly heterogeneous Transformers bug reports rather than one duplicate cluster. I would not merge any of the soft pairs; they share broad subsystems in a few cases, but not the same concrete bug or fix path.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43749 is the best anchor only by relative signal: it has the most discussion/inbound references and a concrete, reproducible loading regression in a core code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the strongest standalone issue in this set because it is well-discussed, externally referenced, and describes a clear regression with broad impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is a Transformers 5.x int4 quantization memory regression and the other is a model-specific video OOM; different failures and fixes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both concern model loading/generation, but they target different models and likely different regressions; not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM text_config unwrapping are different API paths with different symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "One is a weight-conversion/loading bug for Qwen3 MoE, the other is a CUDA OOM report; same area, different problem." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are unrelated code paths." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but in different functions and with different semantics; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed and the other is a shape mismatch for Qwen3-VL-30B-A3B-Instruct." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length being honored only for Quantized Cache." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video inputs, but 43329 is about undefined variables in multimodal token counting while 44479 is a broader v5.3.0 regression across several models." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and a MobileLLM key error are different loading failures, not the same underlying issue." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token accounting with undefined variables and batched video processor shape errors are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are unrelated memory/loading issues." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths with different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counters not updating and high perplexity on gpt-oss-20b are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated problems." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different failures; not the same concrete bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful duplicate relation is evident; one is a placeholder title, the other is an isolated reproduction of another issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model loading details, but one is untied lm_head weights in AyaVision and the other is dtype propagation in Blip2." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are unrelated bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token accounting are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different tokenizers and distinct failure modes; too broad to merge." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels v0.15 import requirements." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast and CLIPTokenizer max_length sentinel behavior are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is a model-specific lm_head tying bug and the other is a LoRA-merge/extended-vocab collapse; not the same fix." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 21, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43317|issue:45538", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:44568|issue:45488", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "bee1c6d7257a65d49314b44bc0fcd676c20aac43d7fd3b317da6b2ec299aa919", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports with one clear duplicate-like pair in the Qwen video-input regression area. The only soft edge I\u2019d accept is the 5.3.0 Qwen2.5-VL/Qwen3.5 video-input regression overlap.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the broadest and clearest representative of the accepted Qwen video-input regression cluster: it names the affected model families, the 5.3.0 regression context, and the same symptom class that 45381 narrows down.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best overall issue anchor because it most directly captures the underlying bug and its scope, while the rest of the set is largely unrelated loading/tokenizer/training regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is RTDetrV2 inference divergence, the other is incorrect visual encoder key saving for Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated symptoms: FP8/Qwen3MoE loading failure vs CLIPTokenizer max_length misconfiguration." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Different code paths: Torch 2.10 compatibility issue vs hub pipeline import requiring version/revision metadata." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and a PEFT version bump are not the same underlying defect." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with a CLIP community model is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend install issue vs missing export for Qwen2_5_VLForConditionalGeneration; different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key-loading error and init_empty_weights argument handling are distinct load-time bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg TypeError is a different tokenizer failure than the EMBEDDIA/est-roberta load regression." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload loading and CLIPTokenizer model_max_length are unrelated issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype staying float32 is not the same as from_config leaving config.dtype stale." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage and Apple Silicon allocator TypeError are different problems." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is not the same as a generic tokenization-version regression." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 Qwen3MoE failure and FSDP CPU RAM efficient loading breakage do not share the same code path." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different runtime failures." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension RuntimeError is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta FlashAttention2 and missing-PyTorch import errors are not duplicates." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion and the other is LlamaTokenizer overriding the tokenizer.json pre-tokenizer." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen models and fail in different stages." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure in transformers>=5.1.0 and a list_repo_files revision-forwarding bug are different layers." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend-install packaging behavior and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad multimedia area, but the concrete failures and affected models differ; not enough evidence for one bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are distinct loader bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 is a narrower description of the same wrong vision_position_ids behavior." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero-probability issue and Perceiver non-default-resolution failure are different model behaviors." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to compute_loss receiving an unexpected keyword argument." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion with accelerate+deepspeed and Smollm3 RoPE-layer count are unrelated model/config issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading reports, but Janus image generation test failure and Phi-4 multimodal load failure are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:44479 vs issue:45381, is reasonably supported by the titles and descriptions as the same Qwen video-input regression at different specificity levels. The other pairwise rejections look appropriately cautious; 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": 23, + "review_unit_index": 22, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44062|issue:45081", + "issue:43756|issue:46399", + "issue:44737|issue:46463", + "issue:43742|issue:44589", + "issue:43716|issue:46701", + "issue:45042|issue:45081", + "issue:43577|issue:45072", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:44737|issue:45588", + "issue:43452|issue:44488", + "issue:43404|issue:45987", + "issue:43906|issue:46693", + "issue:43526|issue:45479", + "issue:44625|issue:44877", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43540|issue:46693", + "issue:43697|issue:45216", + "issue:28282|issue:32090", + "issue:43720|issue:44898", + "issue:24643|issue:29127", + "issue:28282|issue:33357" + ], + "prepared_review_unit_hash": "18ed34341c6a1c2672f77aea45b6833426847e9e2b0e1444919d269a9105d57b", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35657, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 + }, + "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, tokenizers, configs, loading paths, and runtime errors. None of the soft pairs look like the same underlying bug/change, so I would reject all pairings. If a single issue must be used as a representative anchor, the broad multi-model tokenizer regression report is the best fit.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is present; issue 45920 is the broadest and most representative report because it describes a concrete regression affecting multiple model families, with clearer scope than the narrower single-model bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest global anchor: it is a concrete, high-signal regression affecting several model families, and its scope is easier to generalize than the many narrowly scoped model-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: AddedToken special-arg collision vs Mistral regex/backend_tokenizer attribute error." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different models and bugs: Smollm3 RoPE-layer truncation vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated code paths: XLNet rotary positional encoding on CPU vs T5 decoder-input validation error message." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time failures, but the causes are unrelated: MobileLLM key error vs missing Float8 storage." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both involve multimodal inputs, but one is a dtype mismatch in Mistral-3 and the other is a DiffusionGemma pipeline failure." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Completely different areas: PIL image processor torchvision dependency vs Mistral tokenizer patch crash." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatch, but they are distinct model-specific failures with different triggers and code paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE-related bugs in different models: dropped RoPE layers vs incorrect temporal position scaling." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS injection vs leading-space loss on encode-decode round-trip." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency-version pinning issue vs stale auto_mappings reference; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems entirely: Qwen3-MoE sliding-window handling vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No evidence they are the same bug; one is a reproduction of an older issue, the other is a broken Nemotron example." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different problems: Gemma4 device-map forward mismatch vs T5 decoder-input validation messaging." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash-attention sink handling are unrelated bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading complaints, but the underlying failures and affected artifacts are different." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight tying bug vs StaticCache sequence-length return type bug; no shared code-path issue." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction issue and a performance regression are not the same underlying defect." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image-label reduction bug vs sequence-classification loss behavior; different layers of the stack." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the broad AutoTokenizer token-ID regression." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload bug and rope-validation type error are separate serialization/config issues." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different failure modes: Qwen3OmniMoe video processing ValueError vs FA2 long-context performance regression." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regression types and code paths: RTDetrV2 output changes vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Trainer's NoneType broadcast error." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug and Perceiver resolution/interpolation failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error vs MacOS bus error in a CLIP model; no shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 23, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:43452|issue:44843", + "issue:44361|issue:44442", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:43653|issue:44361", + "issue:45372|issue:46170", + "issue:43994|issue:44898", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:45542|issue:46178", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:44464|issue:44743", + "issue:43756|issue:46402", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "1edbfb3efb07d52c8fa8963be29c96db22c642c705faa2dc103deaa6e77a9761", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: issue 45372 and 46170 are the same Windows/ROCm torch.distributed dependency failure. The other pairs are at most loosely related by subsystem and do not look like the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45372 is the clearer original report for the Windows + AMD ROCm / torch.distributed dependency failure; issue:46170 reads like the same problem with a more generic restatement.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the best canonical issue candidate because it has the more complete, earlier report of the duplicated backend/import failure and is the better anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but one is AutoConfig/trust_remote_code field loss and the other is a specific Qwen vision config field dropped by strict serialization; different bug paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different failures: Gemma 4 missing mm_token_type_ids defaults vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights in v5, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights issue; not clearly the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train() are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are separate issues." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different problems." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect AutoTokenizer.from_pretrained, but one is gguf_file handling and the other is an unconditional model_info() call breaking offline mode." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer load failures, but for different tokenizers and different error modes." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError and DiffusionGemma image-text pipeline failure are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug and MLukeTokenizer AttributeError are distinct tokenizer issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": true, + "reason": "Same Windows/AMD ROCm failure involving torch.distributed dependency; titles describe the same import/type error." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: siglip2 nonsensical outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer post-train evaluate failure and Gemma4 device_map auto device mismatch are different bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but one is tensorboard without TensorFlow causing a tf backend error and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading key error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and describe different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change is broader than the CodeLlama leading-space round-trip regression; not clearly the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "AutoTokenizer gguf_file breakage and BLIP2 dtype not sticking are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask token registration and mdeberta BOS/EOS add_special_tokens behavior are different tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype casting and RTDetrV2 output drift are unrelated model issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are not the same underlying problem." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency mismatch and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline Mistral regex patch issue and tokenizer load failure for EMBEDDIA/est-roberta are different failures." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are separate issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset are different code paths." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy and Sam3 text-encoder weights not loaded are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig token-id loss after save/load are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The 45372/46170 pairing is the only one that clearly shares the same Windows/AMD ROCm torch.distributed import/type-error theme, and the other soft pairs are conservatively rejected with reasons that do not overclaim identity. No unsupported mergeability or duplicate assertions stand out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 24, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46365", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:43688|issue:45440", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:43550|issue:44361", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:43452|issue:44451" + ], + "prepared_review_unit_hash": "d1acb3adb95de8d2fba9c063206b01064432b3cc74ea15ea3fb8453de173a558", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated issue reports across model loading, generation, processors, dtype/device behavior, and trainer compatibility. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a clear canonical representative; the items are thematically broad but describe distinct bugs and regressions in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is especially suitable as a global best representative because the cluster is heterogeneous and lacks a shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a tokenization-version regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in several VL models is distinct from Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and different defects: aux-loss normalization vs implementation divergence." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but in different components and failure modes." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs handling." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer task attribute errors." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training issues are not the same as a GenerationMixin import failure." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading a specific model with a key error is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is a different bug from Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Wrong tensor indexing in serve KV-cache continuation is not the same as beam-search cache reorder being skipped." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency for tied lm_head weights is distinct from broken sinq quantized save/load." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert under auto device mapping is unrelated to compiled-forward chunked generation mismatches." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is a different code path than Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation correctness and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained loading and Bamba torch.compile/SDPA failures are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is not the same as removal of is_torch_fx_available breaking models." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "A legacy config field load problem is unrelated to processor image-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet weight unpacking and DiaConfig token-id persistence are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss signature incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig token ID loss." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "dtype drift between train/eval and MoE auxiliary-loss normalization are separate bugs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer/image passthrough regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model loading regression is unrelated to a minimum PEFT version bump not yet on PyPI." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as SigLIP2 implementation divergence from JAX." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight handling is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "These are both chat-template crashes, but on different inputs and different failure conditions." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 model divergence is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking from_pretrained APIs is not the same as a specific model failing to load." + } + ] + }, + "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": 23, + "review_unit_index": 25, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44849|issue:46209", + "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:44488|issue:44843", + "issue:44849|issue:45357", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43606|issue:44112", + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:45245|issue:46710", + "issue:44493|issue:46285" + ], + "prepared_review_unit_hash": "f7ec4c562bc6fdd8a9374d80a6b4fbb47e6b808d59bf57c64048607229ca6a40", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated transformer bugs. The only recurring theme is tokenizer/config regressions, but the soft pairs still describe different models, different attributes, or different failure modes, so no duplicate merges are justified.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the broadest and most representative tokenizer-regression report here: it describes a silent v4\u2192v5 break affecting all Granite models and has multiple inbound references, while the other issues are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best anchor for this cluster because it captures the strongest shared theme (tokenizer behavior regression) and is more general than the other reports, which are mostly model-specific or unrelated infra failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different configs/models and likely need separate fixes." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different failures in different models/hardware paths; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model/config propagation bug versus Whisper generation edge case." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map mismatch and quantized save/load corruption are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug versus MacOS bus error; no shared underlying fix." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and ignored return_tensors are unrelated tokenizer/API issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and flash-attention generation are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy versus DeepSpeed gradient anomaly are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype regression and gradient growth under ZeRO-3 are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and custom model regression are not the same issue." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Hidden-states bug in Qwen3.5 and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but initialization breakage and serialization inconsistency are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different model/runtime issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion and the other is DeepSeek-Coder tokenization output; not the same concrete bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different regression types: inference failure on B200 versus accuracy drift after upgrade." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure and offline Hub access regression are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs affecting different save/load and forward behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "CI test failure versus dependency version bump; no shared code defect." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization, but one is add_special_tokens behavior for mdeberta and the other is Granite token IDs; not one concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM and PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both surface as AttributeError-style reports, but they concern different models and different broken behaviors." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage import failure and flash_attn KeyError on Python 3.13 are separate compatibility issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen-related loading regressions, but they affect different model families and different failure points." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading bug and CPU offload device mismatch are different problems." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real device-mismatch bug, the other is a stale CI test; not the same underlying change." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are pad-token-related config issues, but with different attributes and model families; not a single duplicate." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id and failing to unwrap text_config are different composite-config bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error and model accuracy regression are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structural inconsistency are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 26, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43404", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:44464|issue:45584", + "issue:45229|issue:45823", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:43065|issue:46369", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:44423|issue:44734", + "issue:45406|issue:46121", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759" + ], + "prepared_review_unit_hash": "4b3930e75cb5a4d17455496c5f2e80076718de0625206c69d15630ce5c04fd83", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35836, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated, spanning separate bugs in tokenization, serving, quantization, attention, and model-specific regressions. None of the soft edges look like the same underlying defect, so they should all remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the set is heterogeneous and the apparent similarities are too broad (e.g. \"tokenizer\", \"serve\", \"Gemma4\", \"cache\") to represent one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication: none of these issues is a clear umbrella report for the others, and several are narrowly model- or feature-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve recent transformers/version-upgrade breakage, but one is a config field missing in StableLM and the other is an init_empty_weights argument mismatch; different code paths and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: Beit pretrained-model loading versus BigBird tokenizer special-token registration. The failure modes are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "One is incorrect outputs with compiled forward during chunked generation; the other is cache length being ignored except for quantized cache. Similar area, but not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Separate model families and failures: invalid GenerationConfig for GLM-5 versus a broken image-text-to-text pipeline for DiffusionGemma." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 is shared, but these are different problems: text-only fine-tuning defaults versus multi-GPU CUDA OOM during inference." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but the concrete bugs differ: compiled forward chunking vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but OOM and device mismatch are distinct failure modes with different likely fixes." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization appears in both, but one is offloading behavior and the other is save/load corruption after sinq quantization; not the same underlying bug." + }, + { + "left": "issue:43937", + "right": "issue:44493", + "accept": false, + "reason": "An invalid GenerationConfig is not the same as unexpected position-id keys appearing across many models." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention2 test failures and MLflow job-state reporting are entirely different subsystems and defects." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash_attention AttributeError on sink-less models; the other is a quantized model save/load issue. Different code paths." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast TypeError involving NoneType." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning has nothing in common with an out-of-memory failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compiler/template-node errors and a flash_attn import KeyError on Python 3.13 are different problems." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues are unrelated to a DiffusionGemma pipeline failure." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3, but one is a dummy Conv2d placeholder in a decoder and the other is a memory overflow when calling a litetext model." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "An extra space after an added token is a tokenizer behavior bug, not a TrainerState counter update issue." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated model/runtime issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "The first is an MPS attention correctness bug when head dims differ; the second is a version-check/import bug for AuxRequest in flex_attention." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect transformers serve, but one is a multimodal tensor-to-device crash and the other is a KV-cache continuation indexing bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated fixes in different parts of the library." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A CUDA assert on A800 with auto device mapping is not the same as an accuracy regression after a version upgrade." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are distinct issues." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Tied weights bug in Mistral3 is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention sink-less crash and AutoModelForCausalLM text_config unwrapping are different code-path 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": 23, + "review_unit_index": 27, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:43295|issue:43873", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43232|issue:44849", + "issue:43550|issue:43844", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:44466|issue:45127", + "issue:39692|issue:46192", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:44521|issue:45290", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43262|issue:43450" + ], + "prepared_review_unit_hash": "661a509c96aae3b8ef552b5016b41ecae4f26dfd9eeb2b55c3ba700b632ead25", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37331, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grouping of unrelated Transformers bug reports around loading/generation/processor regressions, not a true duplicate family. None of the soft edges look like the same underlying issue strongly enough to merge.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue clearly represents a duplicate set; the cluster is heterogeneous. If one must be chosen as an anchor, issue 43950 is the broadest, most regression-like model-loading bug and best fits a generic cluster label.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest representative of the cluster\u2019s dominant theme (v5 loading/state handling regressions) and has a broad, concrete failure mode that is easier to anchor than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/import behavior, but one is an import-name failure and the other is meta-device loading breaking some models; different code paths and different underlying bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom multimodal processor/tokenizer regression vs batched video shape bug; both touch processors but the failures are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to Gemma 4 text-only mm_token_type_ids defaulting." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma 4-related, but one is a missing default for text-only fine-tuning and the other is a device mismatch during forward; separate bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crashes on NER/padding vs return_tensors being ignored when text_kwargs is passed; similar API surface, but different behaviors and fixes." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization/offloading behavior; no shared concrete code-path failure." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement bug vs return_tensors propagation bug; different subsystems and not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "One is processor/tokenizer regression, the other is a model/processor input-size mismatch; not the same underlying bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch shape bug and tensor-parallel OOM on a large model are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import-time backend mapping KeyError for flash_attn on Python 3.13 is not the same as tensorflow_text backend validation." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to a Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue and DeepSpeed ZeRO-3 gradient blow-up are distinct training/runtime problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx after 5.0 update and loading a specific model failing on transformers>=5.1 are different loading regressions." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regression handling." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are model-loading regressions, but one is a missing config attribute and the other is meta-device loading breakage; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different missing symbols/models; same general area, not the same underlying failure." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path warning and SigLIP2 HF-vs-JAX discrepancy are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "State-dict serialization inconsistency and LoRA merge collapse with extended vocab are different weight/tied-embedding problems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to return_tensors handling in processor kwargs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/tokenizer-related but one is BigBirdTokenizer special-token registration and the other is a stale GraniteSpeech device override test." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and JAX/HF implementation discrepancy are related only at a very broad model-family level, not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate and Qwen3 MoE memory usage are different training/runtime issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call messages are separate apply_chat_template failures." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization bug and embedding reinitialization after resize are unrelated tokenizer/model-init issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are distinct problems." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different loading/model-API regressions." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file/from_pretrained loading breakage and stale config.dtype after from_config(dtype=...) are not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and Llama4Config pad_token_id missing are similar-shaped config errors, but they are model-specific and not clearly the same underlying fix." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and DeepSeek Coder detokenization regression are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug and batched video shape bug are different processor behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 28, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:44442|issue:45198", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43388|issue:43526", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:37428|issue:43425", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "0e3ce93ccbb5e85ad77875f2df2b57fb319119ba9c03dc140302508bda67ea2f", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36699, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span many unrelated model, tokenizer, generation, import, and compatibility bugs. The soft-similarity pairs mostly share only a broad subsystem theme, not the same concrete failure mode, so no duplicate merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both concern speech/tokenizer loading, but one is AutoTokenizer failing on FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save_pretrained/tokenization failure; different code paths." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution/interpolation bug vs RT-DETR memory not being released; unrelated failures." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents missing STE behavior is a model implementation bug; GraniteSpeech stale device override is a CI/test regression in a different area." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged-generate stale warning are different generation issues with different triggers." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Qwen VL video-input regression and return_tensors being ignored with text_kwargs are unrelated API bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and Qwen2.5-VL rope-index temporal scaling are distinct multimodal preprocessing issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about pipeline removal in v5 and the other is TextClassificationPipeline return_all_scores docs; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Gather-for-metrics label truncation in the last batch is separate from BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utils symbol removals." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor size mismatch and LwDetrImageLoss AMP crash affect different models and different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime failures, but one is Qwen3 auto device mapping cuda assert on A800 and the other is FP8 inference failure on B200; different problems." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are different implementations with no shared failing path." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are unrelated model training bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor unsupported center arg and Whisper empty transcription after align_special_tokens are separate regressions." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "AutoModelForCausalLM.from_config text_config unwrapping is a config-construction bug; CLIP text model structure inconsistency is a different API break." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 zero-probabilities and RT-DETR memory leak are unrelated model issues." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError and Windows AMD ROCm torch.distributed import/type errors are separate compatibility issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and qwen3_omni_moe helper length behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration bug do not share the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType TypeError are different failing areas and code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override CI failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing _flash_supports_window_size import is a specific symbol regression; Torch 2.10 incompatible is a broad version-compatibility report." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading break and Qwen3-VL weight-shape mismatch are both loading problems, but they stem from different model/config issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset are unrelated model behavior bugs." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve from_config, but one is text_config unwrapping for multimodal configs and the other is stale config.dtype after dtype construction; different defects." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and Beit pretrained preset legacy-field loading bug are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2Model Python 3.13 IndentationError and qwen3_omni_moe helper-length behavior have no shared code path." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drifting between train/eval and a pipeline error-message regression are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 29, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "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" + ], + "soft_pairs": [ + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:46431|issue:46566", + "issue:34689|issue:35141", + "issue:45200|issue:45588", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:45459|issue:46234", + "issue:26413|issue:31501", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:44617|issue:46697", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:44206|issue:45823", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:44360|issue:44561", + "issue:32090|issue:33357" + ], + "prepared_review_unit_hash": "44a9705d3fd3a84167d9ce589c0567171dd4898751307213679245c6de95af4b", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36496, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only the identically titled Qwen3.5 MoE `from_pretrained` pair looks like a true duplicate. The other soft edges mostly connect issues with different titles that point to different models, components, or error types, so they should stay rejected on title-level evidence alone.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report in the exact-title duplicate pair and has the same Qwen3.5 MoE `from_pretrained` error framing as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it is the earliest, clearest exact duplicate target among the pair with matching title/substance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "The titles describe different failures in different contexts: BitNet packed-weights loading vs GraniteSpeech stale device override." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different title-level problems: LayoutLMv3 error-message clarity vs Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe feature-length helper issue are different titles and components." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but the titles reference different missing names and different modules." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "One title is a batched chat-template crash with `padding=False`; the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "The titles point to different model/configuration failures, so they do not look like the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different titles: SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "The titles describe different flash/offload failures: `s_aux=None` AttributeError vs CPU-offload incompatibility." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge / tied-embeddings collapse and category-count limit are unrelated at the title level." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template and weights staying on `meta` are different loading/template problems." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "The titles describe different model-loading/post-init issues with different symptoms." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` handling and flash_attention `s_aux` crash are different title-level issues." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but the titles describe different crashes: tool-call content handling vs `continue_final_message` on mistral_common tokenizers." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash loading failure are different titles and scenarios." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC `from_latents` / forward mismatch and unexpected position-id keys are different model behavior reports." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE `from_pretrained` error reported twice with matching title and substance." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` helper are unrelated titles." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training-start failure are different training issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and BEiT `reduce_labels` behavior are different titles and components." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and LwDetrImageLoss AMP CUDA crash are different failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer regression are different model/tokenizer titles." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated title-level problems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors and unexpected position-id keys are different issues by title." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer NoneType broadcast error are different title-level failures." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated titles." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Float16 AMP CUDA crash and bfloat16 dtype mismatch are different inference problems." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "`resume_from_checkpoint` key mismatch and qwen3_omni_moe helper behavior are different titles." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion and `is_torch_fx_available` removal breakage are unrelated title-level issues." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType GPU broadcast and CLIP bus error on macOS are different failures and platforms." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:45310 / issue:45478 is well supported, but many soft-edge reasons go beyond the packet and assert specific root causes or fixes that are not visible here (for example, references to packed-weight loading, stale device overrides, D-FINE auxiliary-loss behavior, etc.). The verdicts should stay at the title-level evidence and be more cautious. Because the writeup overstates evidence in several places, I can\u2019t accept it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46655" + ], + "soft_pairs": [ + "issue:42490|issue:43575", + "issue:38175|issue:44493", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:45920|issue:46192", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:45290|issue:45381", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:10000|issue:15354", + "issue:43278|issue:43381", + "issue:44857|issue:45588", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:37428|issue:42175", + "issue:44561|issue:44779", + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "fec4533ac33c0580bc7e2277e90d86c0deb4a248a2306f5b60f75035ecf2cc91", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36902, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the titles point to distinct code paths and symptoms across tokenizers, loading, attention, device placement, and serialization. I would not collapse any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45698 is the strongest representative of the set: it is open, highly discussed, has multiple inbound references, and describes a concrete save/load regression with a reproducible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best global issue candidate because it has the highest activity signal and a broadly relevant from_pretrained/save_pretrained regression, making it a plausible anchor if one had to pick a single issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local path trailing-slash warning and tensor-parallel OOM are unrelated failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id key warnings are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization are separate model-loading/training issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are different problems." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across multiple models is unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in evaluate and missing video-token helper variables are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and Qwen3.5 flash-attention generation failure do not share a concrete code path." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable dataset failure and BeitImageProcessorFast label reduction are different processor bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id issue affect different pipeline stages." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 is not the same as Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators, but one is a JIT parsing/import problem and the other is a missing decorator on a registration function." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBert model issue and torch.jit.script GeneratorExp export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 dtype change and gradient checkpointing in eval mode are different behaviors." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py handling of s_aux=None." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Lost custom token IDs after save/load and wrong custom module loading after save_pretrained are not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and SmolVLM video padding calculation bug are different issues." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention utility import failure and missing TensorFlow backend in torch-only install are unrelated packaging/import problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer and Adafactor/deepspeed OOM are distinct distributed-training failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading not working and Gemma4 multi-GPU CUDA OOM are both memory-related but not the same underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences across versions and lm_head.weight serialization inconsistency are separate regression surfaces." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version incompatibility in Transformers 5.1.0 and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local path import warning and quantization offloading behavior are different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and device_map auto forward device mismatch are different concrete failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa BOS/EOS token insertion regression and Gemma3 NaN embeddings are unrelated tokenizer/model bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different GPU execution problems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval embedding dtype mismatch and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation errors are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 31, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369", + "issue:46693" + ], + "soft_pairs": [ + "issue:29127|issue:34567", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:43381|issue:43701", + "issue:45198|issue:45803", + "issue:44871|issue:44977", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43412|issue:45588", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:45372|issue:45406", + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45372|issue:45459", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:29127|issue:33357", + "issue:45245|issue:45563", + "issue:44265|issue:45198", + "issue:27957|issue:29942", + "issue:43066|issue:44462", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45412|issue:46369", + "issue:42490|issue:43381", + "issue:43421|issue:45491", + "issue:43575|issue:44387" + ], + "prepared_review_unit_hash": "a1774d920bc8dca20fb827b084c5baffd2cab473db410c83d5255b97b177491f", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38210, + "estimated_input_tokens": 9553, + "estimated_eval_tokens": 19362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose collection of unrelated issues across tokenizers, model loading, quantization, generation, and processor behavior. None of the soft pairs look like the same underlying bug, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out because the issues span different models and failure modes; they are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33357 is the strongest standalone issue in this set: it is a concrete runtime crash, well-discussed, and severity is high. It is still not a duplicate match for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated bugs in different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import failure and flash-attention s_aux=None crash are different subsystems and symptoms." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a stale warning in paged generate() unrelated to generation correctness." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer/runtime issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are unrelated model-specific problems." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated tokenizer vs model-state bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and failure modes; no shared underlying defect is evident." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n execuTorch export failure and flash_attention.py s_aux=None crash do not share a concrete code path." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-validation TypeError are unrelated configuration-handling problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized model saving failure are different quantization workflows with different breakages." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import-time processor loading failure and the other is a serve-time missing attribute crash; not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception masking and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different modules and failure modes." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video regression are unrelated input-processing bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model implementation discrepancies." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode/special-token bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import breakage and protobuf decode-error masking affect different layers and are not duplicates." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention and FA2 long-context performance regression are not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are unrelated model/component issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder placeholder layer and SigLIP2 nonsensical outputs are different bugs with no shared code path shown." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP bus error on macOS are clearly unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale paging warning are different generation/runtime behaviors." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures around torch_compilable_check are unrelated to Wav2Vec2 save/tokenization problems." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and generic FA2 test failures are not the same concrete bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading regressions." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP load OOM for Qwen2-57B and checkpoint key mismatch are unrelated issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model-specific bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model inference vs memory-management problems." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local-path import warning and gradient-checkpointing eval-mode failure are unrelated behaviors." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizersBackend post-processor update bug and Gemma3 NaN embeddings are unrelated tokenizer vs attention bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "TP load OOM for a specific model and increased reserved memory under int4 quantization are different memory issues with different causes." + } + ] + }, + "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": 23, + "review_unit_index": 32, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:46121|issue:46399", + "issue:43994|issue:46369", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43761|issue:45859", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:44514|issue:45381", + "issue:43381|issue:43873", + "issue:43262|issue:44206", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234" + ], + "prepared_review_unit_hash": "101b0ba7af4905bec5c27db5f143ce791afac0cf9acb59b0e59d1cfcb3c945c2", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36192, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grab-bag of distinct Transformers regressions/issues; the soft pairs share broad themes at best, but not the same concrete bug or change. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:46640 is the best umbrella issue in the set because it is the most generic, currently open Flash Attention 2 report and is the closest thing here to a central FA2-related anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46640 is the strongest standalone representative of the only clearly recurring subtopic in the list (Flash Attention 2 / FA2 regressions), and it is broad enough to serve as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failures: tokenizer loading for FastSpeech2Conformer vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different model/task and symptom: BEiT Fast image-label reduction bug vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and bugs: Qwen3MoE FP8 config failure vs Qwen3-VL weight-shape loading mismatch." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Both mention vision/image workflows, but one is a BeitImageProcessorFast label bug and the other is an FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency complaint is too broad; the other is a specific Qwen2.5-VL import error." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different code paths and symptoms: BEiT fast processor label handling vs LayoutLMv2 tokenizer NER padding/truncation crash." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter JSON list typing bug is unrelated to Qwen3.5 kernel registration / rotary embedding crash." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different subsystems and failures: SigLIP2 model/pipeline output issue vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "No same bug: Flash Attention 2 support request for XLMRoberta vs LayoutLMv3 box-information error handling." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Different problem domains: FA2/XLMRoberta support vs optimizer-related OOM in DeepSpeed." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same model family, but different bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Too little evidence to treat as the same concrete bug; one is a generic FA2 title, the other is an AttributeError in flash_attention integration on sink-less models." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Both are regressions, but one is optimizer OOM and the other is a model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in DeepSpeed with Adafactor is unrelated to embedding reinitialization during resize_token_embeddings." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and paths: CLIPVision hidden-states regression vs Qwen3.5 rotary embedding incompatibility with CPU offload." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is wrong vision_position_ids for video input." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is not the same bug as quantization offloading misbehavior." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to LasrFeatureExtractor passing an unsupported center argument." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom initialization breakage in v5 is not the same concrete issue as patchtsmixer's optional post_init constraint." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression and category-count runtime limit are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification failure are different bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both concern model loading regressions, but they appear to be different failures and not one concrete code-path bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path slash import warning is unrelated to Qwen3_5 recurrent-state cache behavior." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety issue is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to FastSpeech2Conformer tokenizer loading failure." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency mismatch is unrelated to a missing import_utils helper for falcon mamba SSM." + } + ] + }, + "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": 23, + "review_unit_index": 33, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43723", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:43643|issue:44913", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:44568|issue:45479", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43550|issue:43701" + ], + "prepared_review_unit_hash": "6f43397b80721d248ea54c1e336ed6f39f3e74ed8c1f047f2919ae462f208922", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated bugs in configs, loading, training, tokenizer behavior, docs, and model-specific regressions. None of the soft edges look like the same underlying issue/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest standalone candidate: it is open, has the most discussion/inbound references, and concerns a broad core API path (`from_pretrained`/`save_pretrained`) that is likely to attract duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different models and different config fields: `Gemma3TextConfig` API mismatch vs missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs a sequence-classification zero-loss bug; unrelated code paths." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy vs docs still referencing removed pipeline APIs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "`patchtsmixer` post-init validation issue vs Qwen video-input regression; different subsystems and failures." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both are image/video preprocessing-related, but one is Qwen2.5-VL rope indexing and the other is Swin2SR over-padding." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer `AddedToken` keyword conflict vs Hub helper not forwarding `revision`; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden-states regression vs `ModelOutput` key assignment bug; both output-related but distinct causes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading problem vs Gemma-3 EOS token config inconsistency; different APIs and failure modes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage vs a Qwen3-VL weight-shape mismatch on load; not the same issue." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Load-time shape mismatch vs save_pretrained producing an incorrect checkpoint; opposite directions and different root causes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Model hidden-states bug vs attention-kernel divergence under `torch.compile`; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "`trust_remote_code` dropping config fields vs GPTNeoX `rotary_pct` not persisting on reload; both config-related but different defects." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for a specific repo vs missing backend registration for `tensorflow_text`; distinct import/load problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError vs DeepSpeed ZeRO3 deque underflow; unrelated runtime failures." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Generic Gemma config API discrepancy vs Qwen multimodal `from_config` not unwrapping `text_config`; different model families and logic." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue vs `gather_for_metrics` dropping tuple labels in the last batch; different utilities and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer class loading failure vs a bare `except` in Fuyu tensor conversion; unrelated bug locations." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script vs unrecognized `model_type` for a specific model repo; not the same problem." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized model saving failure vs wrong custom module loaded after save/load; both save/load-themed but different root causes." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated issues." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel demo script failure vs tensor-parallel OOM loading Qwen2-57B; different models and failure modes." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM vs MobileLLM config/key error; no shared underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion regression vs classification loss degeneracy; different layers of the stack." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLM-Roberta Flash Attention 2 support vs `Trainer` broadcasting `NoneType`; unrelated training/runtime bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline `top_k` output-shape change vs missing PyTorch dependency import error; not the same issue." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import-utils availability helper vs kernels import failing on version/revision requirements; distinct dependency issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba `torch.compile` + SDPA failure vs checkpoint resume key mismatch; no shared code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 34, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:44464|issue:46421", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:43452|issue:44496", + "issue:45803|issue:46170", + "issue:45632|issue:46424", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43065|issue:44617", + "issue:43572|issue:46178", + "issue:43540|issue:44514", + "issue:45127|issue:45200", + "issue:45542|issue:46234", + "issue:43504|issue:45698" + ], + "prepared_review_unit_hash": "0d5c0726992b2cd3d6d8124b59e1c113b7bed64dafcbdf5810fc445396785294", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34758, + "estimated_input_tokens": 8690, + "estimated_eval_tokens": 17636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly same-subsystem but not the same underlying bug/change; I don\u2019t see any pair that should be merged as duplicates. The closest theme is model loading/save_pretrained/from_pretrained regressions, but the concrete failures differ.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is the best anchor: it is open, discussion-heavy, and the broadest actionable model-loading issue in the set (wrong custom module after save_pretrained/from_pretrained).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone issue overall for triage because it is recent, open, and describes a clear reproducible loading bug with broader duplicate potential than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/cache, but one is inconsistent outputs from compiled forward and the other is spurious recompilation from cache lazy init; different symptoms and likely different fixes." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is processor/tokenizer image-handling breakage and the other is an incorrect pipeline error message; not the same code-path bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length behavior in DeBERTa-V3 is unrelated to a missing transformers.onnx import." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is not the same as image preprocessor/model dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend dependency packaging issue is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer initialization are different v5 issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is not the same as quantized-model save/load corruption." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "A bare except in preprocessing is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading path breakage is different from an unrecognized model/config missing model_type." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowing errors in Fuyu tensor conversion is unrelated to the Windows/ROCm torch.distributed import issue." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collisions are unrelated to max_cache_length being honored only for Quantized Cache." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 regression is unrelated to a janus test failure on image generation." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are Mistral-family, but one is tied lm_head weights and the other is FlashAttention failure; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to Sam3-litetext memory overflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder issue title 'ADD THE DATA' has no concrete relation to Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are separate model-path failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same issue as Sam3Video CUDA OOM." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tensorflow_text backend registration failure." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different input-processing bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Tensorboard/TensorFlow backend misdetection is unrelated to a missing import utility symbol." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field loading failure for Beit semantic segmentation is not the same as loading the wrong custom module after save_pretrained." + } + ] + }, + "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": 23, + "review_unit_index": 35, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:43388|issue:43688", + "issue:43352|issue:46640", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:35141|issue:42490", + "issue:46082|issue:46697", + "issue:44855|issue:45588", + "issue:43931|issue:44060", + "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:43761|issue:44242", + "issue:43673|issue:46421", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:45381|issue:46369", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877" + ], + "prepared_review_unit_hash": "f961bed4c0d29c43d37d1666ef330be729e1bf38b44e79540f5a66ab15f21673", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35708, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated issues across pipelines, model configs, loading/cache behavior, and model-specific bugs. None of the soft pairs look like the same concrete underlying bug or change, so I would reject all duplicate links.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the set is not a cohesive duplicate cluster, and the soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the items span many unrelated problem areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label dropping in the last batch is unrelated to auxiliary loss normalization." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific Nemotron Flash Attention 2 support error is not the same as a vague generic FA2 issue." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and removed Sam3LiteText config references are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache behavior, but they affect different models/code paths and describe different failures." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup and a missing vision-output attribute are different issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to multimodal model loading failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and config reload losing rotary_pct are different config/state bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing and missing _tokenizer on Gemma4Processor are unrelated serve crashes." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to the trailing-slash local model import warning." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Head_dim validation in LlamaConfig is unrelated to image over-padding in Swin2SR." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing failure is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape-mismatch loading and incorrect tied-weights warnings are different model-loading issues." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are trust_remote_code cache issues, but one is a leaf-directory collision and the other is a FileNotFoundError; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is not the same as a model producing bad results through pipeline()." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Missing hidden_states output and missing load-balancing loss are different model behavior bugs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to rotary_pct not persisting on reload." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A nonexistent image_utils import is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong video position ids in qwen2.5-vl and SAM3 LiteText memory overflow are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the Python 3.13 IndentationError." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to loading a local dataset in a training script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy and strict config loading for granite_speech are different config-validation 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": 23, + "review_unit_index": 36, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44898", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:44479|issue:44734", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:43526|issue:46697", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:45632|issue:46234", + "issue:44898|issue:46697", + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:46082|issue:46121", + "issue:44964|issue:45600", + "issue:42175|issue:44279", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:45245|issue:45584" + ], + "prepared_review_unit_hash": "d8dfccc4dea7a9c6790e6f07c79a8ebf48843af9b91bbe42d4c46857c6d025b1", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated model, tokenizer, processor, packaging, or CI bugs, and none of the soft pairs are true duplicates on the evidence shown.", + "confidence": 0.91, + "canonical_issue_reason": "No true canonical issue stands out because the cluster spans distinct bug classes; the closest shared theme is multimodal/video-processing regressions, but even there the concrete code paths differ.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "If one issue must anchor the cluster, issue 44479 is the strongest representative of the dominant multimodal/video-regression subtheme and has the broadest concrete impact description.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems: video-input regression in model prep vs KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs category-count overflow." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config bug and local dataset loading failure are not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different models and code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/tied-embedding collapse and incorrect visual-encoder keys in save_pretrained are distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both involve image processors, but one is label reduction and the other is padding; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example errors are unrelated to a local dataset loading script bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3-family memory issues, but the affected models and failure modes differ enough to avoid duplicate merge." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is Qwen vision_position_ids and the other is SmolVLM padding calculation; not the same code path." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI stale test failure and auto_mappings referencing removed configs are separate maintenance problems." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer family, but one is a broad DeepSeek v5 regression and the other is a DeepSeek-Coder v1 gap in a prior fix; not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and gemma4 embedding-resize propagation are different code paths." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor creation and Fuyu's bare except swallowing errors are unrelated defects." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are different dependency/loading issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize and Whisper empty-transcription handling do not share an underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and serve KV-cache indexing are distinct failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json lookup behavior and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Multimodal assistant mask generation and Qwen video position IDs are different multimodal bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing availability helper." + }, + { + "left": "issue:44898", + "right": "issue:46697", + "accept": false, + "reason": "Perceiver non-default-resolution failure and Swin2SR over-padding are different image-processing issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are distinct problems." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and removed Sam3LiteText auto-mapping references are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging omission in the torch extra and a generic dependency issue are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code field loss and unrecognized-model config loading are different config-handling failures." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test staleness and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription handling have no shared code path." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize propagation and Whisper generation on empty transcription 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": 23, + "review_unit_index": 37, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:28282|issue:35141", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:45083|issue:46506", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44792|issue:46424" + ], + "prepared_review_unit_hash": "00ee986771ba274850ab1d1bf4931390b9cda7ff83a3342fdd16c537726bb7d4", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers issues that only share superficial similarity (imports, multimodal configs, cache behavior, tokenizer/model-loading regressions). None of the soft pairs look like the same underlying bug/change, so no merges are justified.", + "confidence": 0.97, + "canonical_issue_reason": "issue:35141 is the most concrete, code-path-specific bug in the set: `resize_token_embeddings` reinitializes the output embedding in `post_init` when `tie_word_embedding=False`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 is the best anchor because it is a narrowly defined, reproducible regression with a clear fix location, unlike many of the other broad import/config/runtime reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: FlashAttention 2 support for XLMRoberta vs embedding reinitialization after resize; no shared code-path bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and bugs: Mistral3 weight tying vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Both multimodal-adjacent, but one is tokenizer BPE marker handling and the other is assistant mask generation for apply_chat_template." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Separate import errors for different symbols; same symptom class, not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: LayoutLMv2 tokenizer NER/padding crash vs serve KV-cache continuation indexing bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No real overlap; one is a noisy placeholder issue, the other is a feature-extraction helper error." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they concern unrelated missing exports in different modules." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init behavior." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both involve configs, but one is default vision/audio init from None and the other is a missing deepstack_visual_indexes field." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Environment/import dependency problem vs model weight reinitialization bug; not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline lookup bug vs notebook syntax error; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different problem areas: registered position_ids buffer access vs CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and broken auto_mappings references are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is max_cache_length semantics for quantized cache." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features` are unrelated failures." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version incompatibility regression vs loading a specific model repo; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions around multimodal processor/tokenizer behavior vs t5gemma decoder embedding resize propagation." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation failure and an AuxRequest import version check are separate issues." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated helper-function behavior in qwen3_omni_moe vs CPU/CUDA discrepancy in PPDocLayoutV3." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model_type import/load failure vs PIL image processors requiring torchvision; different root causes." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but saving dequantized Ministrals/Devstrals and FlashAttention failure are different code paths and fixes." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch vs unrecognized model/config loading failure; no common bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression vs generic dependency issue; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior bug and ANSI codes in loading_report are entirely separate." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch FlashAttention, but they are different failures: Ministral flash-attn crash vs s_aux=None AttributeError in integrations/flash_attention.py." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Model-type/config loading error vs unwrapping text_config for composite multimodal configs; related only at a very broad level." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-argument conflict are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules/classes; same symptom class only." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Failed janus image-generation test and cache max length semantics 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": 23, + "review_unit_index": 38, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:46123|issue:46369", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:46082|issue:46512", + "issue:43299|issue:45357", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081" + ], + "prepared_review_unit_hash": "c6c3e15e7f5dea2185a32ad83477ffb02efe0d08f027060ad6777c050ad8b9d4", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35630, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs share surface similarity but not the same concrete bug/change, so all soft edges should be rejected as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set (post-upgrade import breakages) and is the closest thing to a representative issue, though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative only in a very loose sense because it is the broadest regression report; it is not a true duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different symptoms and code paths: model loading regression vs save_pretrained serialization bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency problem vs torch-version incompatibility; too broad to be the same bug." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: partial-batch pipeline bookkeeping vs memory overflow in a model call." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Assistant mask generation bug vs FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different models and behaviors: resize_token_embeddings wiring vs Whisper empty-transcription generation." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation error vs Qwen3.5 kernel registration crash; not the same underlying bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency/version bump issue vs PEFT minimum-version packaging issue; not duplicates." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling vs a model config warning; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but they are different doc bugs on different APIs and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression vs Deepseek tokenization correctness bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility problem vs unreleased dependency version bump." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Shared import-failure theme is too broad; no evidence they share the same concrete missing symbol or code path." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim validation vs stale model.config.dtype after from_config; different defects." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Loading failure vs save_pretrained visual-key serialization regression." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs unrelated low-signal data request." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regression for Deepseek vs Granite token-ID regression; different models and failure modes." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss omission vs multimodal token-type defaults; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor selection bug vs remote_code compatibility break; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-specific loading failures with no shared concrete code path." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization problems in different model families." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights vs token-embedding resize propagation; related theme but not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor bug vs Gemma4 device placement issue; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss omission." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "torch 2.9 flex_attention failure vs TensorBoard/TensorFlow backend packaging issue." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Unclear/empty request issue vs FP8 inference failure on B200; no duplicate signal." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights constructor argument mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 39, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:44361|issue:45593", + "issue:42994|issue:43317", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:45600|issue:45712", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:46291|issue:46399", + "issue:45542|issue:45800", + "issue:43723|issue:44162", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:43784|issue:45542" + ], + "prepared_review_unit_hash": "a040a7ad5b91ff9ed563804ef7a3583d6879f8fe947bc05f8d1de5c86006c844", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36005, + "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 issues across tokenizers, configs, attention kernels, loading, docs, and packaging. The soft pairs are mostly topical similarities, not the same underlying bug/change, so none should be merged.", + "confidence": 0.18, + "canonical_issue_reason": "No single canonical issue stands out: the items do not share one concrete failure mode or fix scope, and the apparent overlaps are only broad subsystem similarities.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for duplication triage: even the closest-looking pairs point to different code paths, so no issue cleanly represents the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: FlashAttention regression for Ministral vs long-input OCR index error in Kosmos2.5." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Unrelated bugs: auto_docstring crash with future annotations vs Gemma processor loading broken by missing ReasoningEffort import." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different code paths and symptoms: MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is save_pretrained failure and the other is device_map offload load failure; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to list_repo_files missing revision forwarding." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor is not the same as optimizer.step being called twice." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch autogenerated/dummy mappings, but one is stale config refs and the other is leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different bugs: MLA layernorm precision/config issue vs torch.split return-value handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained file loss is unrelated to Chinese performance regression after upgrade." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python version incompatibility; not the same underlying problem." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT masked LM predictions and DeepSeek tokenizer output are distinct failures." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different loading/saving failures: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but one is FlashAttention on Ministral and the other is compiled flex_attention on newer torch; different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation behavior mismatch vs intermittent import slowness; no shared bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked_prefill cache regression and CLIPVisionModel hidden_states regression are separate model/runtime issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is pipeline import/revision requirements and the other is a missing decorator in rotary-pos-emb registration." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend packaging error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue in v5 and ESM2 being broken are unrelated model-specific failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class is unrelated to Python version support in Transformers 5.1.0." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model load failures: missing pad_token_id on Llama4Config vs glm-4v-9b loading failure." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields/config behavior, but one is Llama4Config pad_token_id and the other is trust_remote_code omitting fields; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI escape codes in loading_report." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type error is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output bug is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error is unrelated to Python version incompatibility." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError is unrelated to the TensorFlow backend packaging 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": 23, + "review_unit_index": 40, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45859", + "issue:46132", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665" + ], + "soft_pairs": [ + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:44336|issue:46424", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:43901|issue:45003", + "issue:45003|issue:45561", + "issue:43257|issue:45137", + "issue:44734|issue:46424", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:43673|issue:44561", + "issue:44479|issue:46655", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "99bbf1a06c77f7bd6df235d3dae5f691f865f87d130b32bc100ac1375ce28c72", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36913, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated issue reports. The soft similarity pairs are mostly keyword-level matches across different models, subsystems, and failure modes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges; the items are mostly unrelated and the soft edges are false positives.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, issue:45003 is the broadest infrastructure-level report, but it still should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance vs unrecognized-model config error; unrelated bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Gemma-4 zero3 loading failure; different issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist captured-info race vs stale warning in paged generate; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs from_pretrained-in-class behavior; different code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotations crash vs Qwen3.5 kernel registration error; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss bug vs D-FINE auxiliary-loss behavior; different models and logic." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3-MoE loading regressions, but one is LoRA/accelerate-deepspeed conversion and the other is Qwen3VL loading in v5; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 chat crash; different failures." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown vs Gemma eos-token config inconsistency; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error vs Gemma-4 zero3 from_pretrained failure; different bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI escape rendering bug vs cache max length semantics; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash vs PPDocLayoutV3 CPU/CUDA discrepancy; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; different subsystems." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor missing import vs HybridCache missing import; not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs fbank feature extraction issue; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression vs resize_token_embeddings not updating output embeddings; different bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3.5 MoE rotary embedding vs missing decorator on apply_rotary_pos_emb registration; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access vs pytest-xdist file race; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weights conversion under accelerate+deepspeed vs ZeRO3 deque pop error; different problems." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs cache max_length behavior; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video inputs, but they are different model-specific processor bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache bug vs removal of is_torch_fx_available breaking trust_remote_code; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Qwen video regression across several models vs SmolVLM video padding bug; distinct causes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logits/load-balancing loss bug vs LwDetrImageLoss AMP/CUDA crash; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma-4 token-type defaulting; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs import slowdown; 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": 23, + "review_unit_index": 41, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43723", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46710" + ], + "soft_pairs": [ + "issue:43475|issue:46369", + "issue:45375|issue:45759", + "issue:45292|issue:45584", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44561|issue:46399", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:43352|issue:45250", + "issue:44060|issue:44077", + "issue:45412|issue:46123", + "issue:44368|issue:44977", + "issue:44995|issue:45200", + "issue:43653|issue:44162", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:45397|issue:45656", + "issue:43723|issue:46710" + ], + "prepared_review_unit_hash": "35298c277bfcaf7b51fb5e0f3efe06625242eb3b8009b4db248b380d3df7369c", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of weak soft-similarity matches across unrelated bugs, models, and subsystems. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated problems in SAM3, Qwen, tokenizers, DeepSpeed, config loading, and attention kernels, and none of the soft pairs look like the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a safe global representative because the candidate pairs are not true duplicates; at best they are broad topical neighbors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a missing attribute in SAM3 video encoder output and the other is a memory overflow in sam3-litetext; different failure modes and code paths." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling for multimodal Qwen models, but one is about a dropped field under @strict and the other is AutoModelForCausalLM.from_config not unwrapping text_config; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation is unrelated to Whisper empty transcription after align_special_tokens; different subsystems and symptoms." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer is unrelated to a transformers version slowdown during data filtering; no shared bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize propagation and version-dependent tokenization changes are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but one blocks granite_speech config loading while the other drops a specific Qwen visual index field; not the same defect." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing Qwen2.5-VL image processor and a DeepSpeed/BertModel zero-sized tensor index error are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code models is unrelated to Qwen3.5 rotary-pos-emb registration failure." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied/resized embeddings, but one is inconsistent serialization across devices and the other is resize_token_embeddings not reaching decoder.embed_tokens in t5gemma; different root causes." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model on newer transformers and hiding tokenizer errors when protobuf is missing are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading on transformers 5.0 and PPDocLayoutV3 CPU/CUDA result differences are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression for Qwen VL models and Windows ROCm torch.distributed import/type errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0 yet; the other is just a generic Flash Attention 2.0 report with no same code-path evidence." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied_word_embeddings warning during Qwen3.5 fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache on second forward pass and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are too broad and do not share the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and a Windows ROCm import/dependency failure are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model issues, but one is a missing fpn_position_embeddings attribute in SAM3 video and the other is a Qwen3OmniMoe video-input ValueError; not mergeable as one fix." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash and a flash_attention AttributeError on s_aux=None are different failures in different components." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights warning and a stale num_return_sequences warning in paged generate are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is about a dummy Conv2d in PixelDecoder and the other is a sam3_video vs sam3_tracker config mismatch; different root causes." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to the Qwen3.5 tied_word_embeddings warning." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and DeepSpeed optimizer double-step are unrelated training/runtime bugs." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression in DeepSeek-R1 after upgrading transformers are different problem statements with no shared concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 42, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45584", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:44869|issue:45356", + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:44964|issue:45137", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:42994|issue:43525", + "issue:43475|issue:45381" + ], + "prepared_review_unit_hash": "87ee9b49cae516a7b6e76ab85128ae621fc9ad3252da26efe74af463a27ca0a8", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35553, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of mostly unrelated Transformers bug reports with only superficial lexical similarity. I found no soft pair that clearly describes the same underlying bug/change, so I rejected all candidate duplicates.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43646 is the best representative because it is the broadest, most general regression report in the set (v5 breaking custom model initialization) and overlaps conceptually with several config/remote-code compatibility complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest standalone issue for triage: it names a concrete Transformers v5 regression, has broad applicability, and is more representative than narrow model-specific or symptom-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Different bugs: cache length return type vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated paths: torch.compile attention branching vs Gemma pipeline roundtrip on \u2581." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "No clear match; isolated reproduction of an older issue is not the same as Gemma roundtrip failure." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Different surfaces: /v1/chat/completions request rejection vs Gemma token roundtrip behavior." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription crash is unrelated to Windows/ROCm torch.distributed import errors." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention generation/perf, but one is attention-kernel divergence and the other is cache lazy-init recompilation." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Different subsystems: MPS histogram on Int vs processor chat-template validation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and mask pipeline batching are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and Chinese throughput regression are different problems." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer_config mismatch and missing processor files are distinct failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model init regression is not the same as the ESM2-specific breakage." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade is not the same as double optimizer.step under deepspeed." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and throughput slowdown are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but sync_gpus kwargs update and chunked_prefill cache absence are separate issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving quantized models and loading Qwen2.5-GGUF in v5 are opposite operations with different root causes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor serialization missing files is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing Sam3VisionEncoderOutput attribute is not the same as AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer decode crash on replacement character is not the same as Kimi-K2.5 codec regression." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for AutoModel without PyTorch is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but AutoImageProcessor import failure and image_utils nonexistence are different symbols/modules." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to InternVL2 remote-code/meta-initialization incompatibility." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but a from_pretrained error and a specific strict-field omission are not clearly the same defect." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading and processor.save_pretrained file omission are different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not the same underlying issue." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config pad_token_id attribute error are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Sam3 vision-encoder missing field and qwen2.5-vl video position-id bug are different model-specific regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 43, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:43278|issue:45137", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:42175|issue:45712", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693" + ], + "prepared_review_unit_hash": "17086b0326eda07102950d8445dd3030202571dc2b8cec41b52fdbbcd3f4d1f3", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose bag of unrelated Transformers issues with a lot of lexical overlap; only one soft pair is a true duplicate (the Qwen3ForCausalLM VRAM leak reports).", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the stronger canonical report for the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak: it is earlier, more discussed, and 43704 reads like a duplicate follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in the set because it matches the only clear duplicate pair and has the most context/activity among those two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AutoTokenizer load issue and the other is a mistral_common continue_final_message behavior bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Completely different failures: sentence-transformers import NameError vs Qwen3.5 kernel registration ValueError." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: generation kwargs handling after sync_gpus vs attention kernel branching under torch.compile." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma-related but not the same bug; one is a processor attribute crash in serve, the other is a tokenizer roundtrip issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "One is a pipeline-parallel LLM output bug, the other is a Qwen3_5 multimodal infinite loop on a specific image." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different API breakages." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated AttributeErrors in different helpers: Mistral regex patching vs auto_docstring kwargs processing." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is tokenizer roundtrip and the other is an image-text pipeline output failure." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same underlying bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3-family issues, but they target different models and different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading are different problems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both involve FP8, but one is accuracy degradation and the other is saving a MoE model." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issues are not the same as a non-existent image_utils import." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A pretrained preset legacy-field load bug is unrelated to a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI/test infrastructure problems, but they are caused by different code paths and failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure is unrelated to the xdist file-race in testing utilities." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM are separate training issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an image_utils import failure are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/import surfaces, but one is missing TensorFlow backend support and the other is dummy class cleanup." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading stall is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they concern different APIs and different regressions." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model bugs: MIMI encoder batching/padding-mask mismatch vs MoE load-balancing loss omission." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional mask construction and MaskGenerationPipeline batch bookkeeping are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on processor.save_pretrained is unrelated to Qwen3.5 MoE loading." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe inference failure and FP8 save_pretrained on MoE are different issues." + }, + { + "left": "issue:43278", + "right": "issue:44792", + "accept": false, + "reason": "Embedding dtype drift and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/memory symptoms, but the VRAM leak and FA2 long-context regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet, and the only clearly supported duplicate is issue:42673 / issue:43704 with the same title and stronger context on 42673. The other soft-pair rejections stay conservative and do not overclaim equivalence based on lexical overlap alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46231", + "issue:46665" + ], + "soft_pairs": [ + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:42898|issue:45356", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:43116|issue:44190", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:44933|issue:45712", + "issue:30333|issue:35141", + "issue:44075|issue:46231", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:46665" + ], + "prepared_review_unit_hash": "5f2cfa0773070d670e38ff21b6234a3a52635bae75961be45dbcbbaea8c51e65", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers issues with some superficial overlap around tokenizer/v5 regressions and import errors, but none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43723 is the broadest, most umbrella-like public API regression in the set (`AutoTokenizer.from_pretrained` in v5), making it the best canonical issue among these heterogeneous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest representative because it targets a core entrypoint, has broad user impact, and is more general than the model-specific or highly specialized reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems: multimodal config initialization vs Whisper word-timestamp decoding crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 multimodal token defaults are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "One is `clean_up_tokenization_spaces`; the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs/models and different code paths." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug vs `ModelOutput` key assignment bug; no shared underlying change." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenization regressions, but the concrete failures are different (`clean_up_tokenization_spaces` vs Deepseek codec handling)." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import failure and missing Qwen class import are distinct import errors." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention model support and MLflow reporting on failed jobs are separate issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting vs Llama 3.2 model-loading regression are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization cleanup behavior and processor/tokenizer image-passing regression are different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue vs leftover dummy classes fail check_repo; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is different from missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script multi-label output bug and local dataset loading failure are distinct." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position-id buffer access and deepspeed optimizer double-step are unrelated training/runtime bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting failure and `compute_loss` signature mismatch are not the same issue." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing `image_utils` import and stray dummy PT classes are unrelated packaging/cleanup problems." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow tracking bug vs embedding reinitialization after resize are different issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args being ignored is unrelated to a documentation parameter-name typo." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they stem from different missing modules/dependencies and different fixes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 `save_pretrained` bug and tokenizer config class mismatch are separate serialization issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and `AttentionInterface.register` behavior changes are not the same code-path problem." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling for a specific model is different from generic `AutoTokenizer.from_pretrained` loading in v5." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and missing processor save files are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Defaulting config fields when `None` is unrelated to filling non-persistent buffers with junk." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch and deepspeed double-step are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and attention interface behavior change are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save issue and processor save-pretrained missing files are different serialization bugs." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Config initialization with `None` and `from_pretrained` behavior inside Python classes 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": 23, + "review_unit_index": 45, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44295|issue:44623", + "issue:43644|issue:46305", + "issue:45092|issue:45357", + "issue:45381|issue:46305", + "issue:44263|issue:44373", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:22355|issue:27957" + ], + "prepared_review_unit_hash": "b0fe3e29c79db7ba6fc7ecd64b334c4cfa6a870308a6631a7cc352546133f1ad", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and appears to contain loosely related Transformers issues rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the most broadly scoped core-regression report in the set (v5 buffer handling/loading), so it is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest umbrella candidate: it targets a central Transformers v5 runtime behavior and is more infrastructure-level than the mostly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different packages and symbols; no shared code path." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "One is PreTrainedConfig type checking, the other is LlamaConfig validation for head_dim; unrelated." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface registration behavior change is not the same as a model accuracy regression after upgrade." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo for position_ids vs a RoPE implementation bug; different issue types and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic AutoTokenizer loading problem vs flash-attention generation failure in a specific model." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug and max_shard_size default question are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split/indexer behavior and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in example script vs LlamaConfig head_dim validation; different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "FeatureExtractor arg regression and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both involve generation/cache, but they are different cache behaviors and code paths." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version mismatch is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to long OCR index errors." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation indexing crash is different from lazy cache init causing recompilation." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 video missing attribute and MoonshineStreaming off-by-one are distinct bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat template support." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Sliding-window mask off-by-one and video padding calculation are different implementations and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "DSA indexer torch.split behavior and missing ReLU are not the same underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and processor.save_pretrained missing files are separate save/load issues." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Core buffer initialization regression is unrelated to a streaming mask off-by-one bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45103", + "right": "issue:46305", + "accept": false, + "reason": "Docstring/annotation crash and sliding-window masking are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm epsilon precision issue is unrelated to a docstring error." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA is a model math/config issue, not a remote-code meta-init incompatibility." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load quantization topics, but different quantization methods and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue and feature-extractor padding performance issue are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs on checkout/init are different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import error and XLMRoberta Flash Attention 2 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": 23, + "review_unit_index": 46, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45406", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42371|issue:44263", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:42907|issue:44964", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:43784|issue:45600", + "issue:42907|issue:43937" + ], + "prepared_review_unit_hash": "f85abba938aee8f3c541d4e2cf20e231f750fb483ba4bbcdd45ae0c16846056d", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated tokenizer, import, model-init, and model-specific regressions; no soft pair looks like the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45278 is the broadest, most representative report in the set: it explicitly describes a version-upgrade wave of import failures, matching the strongest subtheme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest standalone triage anchor: clear regression framing, concrete version range, and broad enough to subsume several import-error reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failure surfaces: chat-completions request handling vs Gemma4Processor serving crash; unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different symbols/models and appear to be separate missing-export issues." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different bug classes: FineGrainedFP8 accuracy vs Qwen3-VL-Moe compatibility." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both SAM3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Transformers.onnx import failure vs tokenizer spacing behavior; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression vs image-triggered infinite loop; different underlying problems." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions, but wrong offset mapping and missing BOS/EOS insertion are distinct behaviors." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Shared import-error theme, but one is a specific huggingface_hub symbol issue and the other is a broader version-wide import regression." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support issue vs Sentence Transformers loading hang; not the same code path." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure vs wrong tokenizer decoder type; different tokenizer subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss issue; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3_video/sam3_tracker mismatch warning vs SAM3 LiteText memory overflow; different failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline/cache bug vs quantized model saving failure; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Compile-dependent attention divergence vs a docstring issue; clearly unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision bug in MLA layernorm vs documentation typo; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression vs NaNs after checkout/init; only loosely related at a very broad level." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs changed tokenization across versions; not the same concrete defect." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs torch.split return-values bug; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving vs pipeline-parallel output correctness; different code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang vs MacOS bus error; distinct failure modes/models." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping vs tied-weights warning; separate model-assembly bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command vs Sentence Transformers import NameError; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset-mapping bug vs model loading failure for a specific model; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility vs pipeline-parallel output bug; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is one symptom, but 45278 is a broader multi-import regression rather than the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized-saving issue vs Phi-4 multimodal load failure; not the same." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs forwarding; different from_pretrained issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer access bug vs tokenizer_class mismatch in saved config; separate save/load issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs auto_mappings referencing removed SAM3LiteText configs; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving failure vs invalid GenerationConfig for GLM-5; different functionality." + } + ] + }, + "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": 23, + "review_unit_index": 47, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:43408|issue:43475", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:42907|issue:43452", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:39401|issue:46614", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:42673|issue:45072" + ], + "prepared_review_unit_hash": "8275eead690c38183e0b0ba91b43b9b2569149c4ec50a2a39b22ee7c9df6f629", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. Several items are loose tokenizer-v5 regressions, but the rest are unrelated import, model-loading, training, and backend issues; none of the soft edges look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43122 is the closest cluster anchor because it is the broadest tokenizer-regression report and overlaps with several other tokenizer-related soft matches, but it still does not unify the cluster into a single duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most representative issue in the set by topic breadth and soft-edge connectivity, even though the overall cluster is too mixed to call it a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: Qwen3.5 num_labels propagation vs FlashAttention-3 training degeneration." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template tool-call handling are separate code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and multimodal assistant_mask generation are distinct tokenizer behaviors." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing attribute error." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Generic tokenizer regression and mistral_common continue_final_message bug are not the same failure." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer-version inconsistency and multimodal assistant_masks are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-save failure and gguf_file loading breakage affect different APIs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script empty multi-label output is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues are not the same as tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Offset-mapping correctness and stale phonemizer backend state are different tokenizer subsystems." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to slow-vs-fast tokenizer inconsistency." + }, + { + "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 a from_pretrained load error." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained for moe are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Neither title nor described path matches; one is Qwen3-VL-Moe, the other is position_ids buffer access." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are separate missing-symbol issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Generic tokenization changes in v5 are not the same as DeepSeek-specific incorrect results." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label classification failure are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are different import errors." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to pipeline-parallelism output corruption." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure and LayoutLMv3 error-message clarity are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in torch extra install and Python 3.14 load failure are different environment issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to Qwen3_5 infinite-loop behavior." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention branching and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and broad post-upgrade import breakage are not the same concrete defect." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "v5 clean_up_tokenization_spaces behavior change is unrelated to stale phonemizer language state." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are different model issues." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as DeepSeek tokenization regression." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading and dtype mismatch in bfloat16 inference 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": 23, + "review_unit_index": 48, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710" + ], + "soft_pairs": [ + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44625|issue:46002", + "issue:44038|issue:45478", + "issue:42371|issue:43874", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:42673|issue:46655", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:45071|issue:46614", + "issue:44117|issue:45588", + "issue:45405|issue:45446", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "f2f305aee33cd5c19543b04700d0f72e8a580349f816656450d3f4432ec634e6", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regression reports, tokenizer issues, model-loading bugs, and unrelated subsystem bugs. I found no soft pair that clearly describes the same underlying defect, so I would not merge any of these items as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45478 is the most representative anchor for the cluster\u2019s repeated v5 model-loading regression theme: it is concrete, recent, and model-specific (Qwen3.5 MoE from_pretrained).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the best single issue to represent this cluster because it captures a specific, actionable v5 regression rather than a generic API complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python-file execution errors and a docs parameter-name typo are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example failure and SigLIP2 HF/JAX discrepancy are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility breakage and a flex_attention version-check bug are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Propagating num_labels and NaNs in classification heads are not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen MoE models, but they are different model variants and different loading failures." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained visual-key serialization and from_pretrained loading failure are separate problems." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper bug and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and train/evaluate lifecycle failure are different issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and a Ministral FlashAttention failure do not share a concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label example script bug and an incorrect pipeline error message are not the same underlying issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight and cached_file kwargs forwarding are different loading paths." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash and image over-padding are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for GPT2 flash-attention support and a generic flash-attention issue are not the same change." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are too broad and not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and BPE-marker tokenizer handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and chunked-prefill cache absence are different training/generation bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are not the same defect." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different issues." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3 VRAM leak and SmolVLM padding bug are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored and Gemma4 bidirectional mask bug are different model-specific attention issues." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec regression and Wav2Vec2 phonemizer backend-state bug are unrelated tokenizer problems." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing and feature-extractor padding inefficiency are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights unexpected-arg failure and PretrainedConfig type-checking breakage are different v5 regressions." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type checking and stale phonemizer language state are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention sink-less model crash are different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and a PyTorch version-check bug are unrelated maintenance issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 49, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" + ], + "soft_pairs": [ + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:46617", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:43097|issue:44493", + "issue:43673|issue:45341" + ], + "prepared_review_unit_hash": "a1397dedcfc4936d36be8c5ee970e77bbf02e7d89142bfd8912716cc065b1a5d", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36223, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous regression reports across imports, tokenizers, video/model loading, testing utilities, and config handling. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set and best fits a cluster of version-upgrade breakages, especially import-related regressions. That said, the overall set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most general, user-facing regression report and the best candidate to anchor this noisy cluster if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about offset_mapping and the other about changed outputs for Deepseek in v5; different concrete failure modes." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and different problems: missing projections in qwen3next vs a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "One is invalid GenerationConfig for GLM-5, the other is generation failure with flash-attention on Qwen3.5; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is a batched shape bug and the other is a torchvision-absence crash during AutoProcessor loading." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both concern config/type behavior, but one is PretrainedConfig type checking and the other is stale dtype propagation from from_config()." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but 45561 is specifically a pytest-xdist race on captured_info.txt; 45341 is an unrelated small bug." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is degenerate training with flash_attention_3, the other is a Qwen3.5 save_pretrained regression; different code paths and symptoms." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is mapping-name lookup returning None and the other is a Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different removals; not the same underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Not related: a script launch failure vs a testing-utils bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression versus a noisy logging message; no shared underlying bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a padding performance issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues affecting different model types; not the same failure mode." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and missing tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API-setting guidance and MLA q_a_layernorm precision/config handling are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE loading are different concerns." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings guidance and trust_remote_code cache loading are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different issues: generation config validation for GLM-5 vs unrecognized model/config.json loading." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but 45278 is a broad upgrade regression while 44933 is a specific missing import from image_utils; not clearly the same root cause." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and same general error class, but the reported problem details are distinct and not clearly the same bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "One is SGD args not used; the other is optimizer.step being called twice with deepspeed. Related domain, different bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol and a feature-extractor fbank issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM/MoE internals, but one is a torch.split return-value issue and the other is a RoPE implementation discussion." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is about decoder type and the other is about changed tokenization output; too weak to call the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and a tensorboard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config flag and unexpected position-id keys in model state dicts are different issues." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache missing and a testing_utils bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 50, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:42175|issue:42222", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43874|issue:44261", + "issue:43931|issue:44410", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:43097|issue:46050" + ], + "prepared_review_unit_hash": "3d8106aecc143d325e1dbef5235b510a3321b88e63c31619de1f2fc9ae5056f5", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35934, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only loosely related by broad Transformers subsystems (loading, flash attention, Qwen, multimodal, etc.) and do not look like duplicates of the same concrete bug. No soft-edge pair is safe to merge.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43097 is the broadest and most representative regression report in the set, with external references and a clear v5 breaking-change framing; the rest are narrower, model-specific, or dependency-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the best single issue representative because it captures a concrete user-facing API/config break in v5.0.0 and is more central than the other isolated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different problems: package/backend install omission vs a broken VitPose model family." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for a missing symbol and a separate PreTrainedConfig type-checking regression are unrelated code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking breakage in config handling is not the same as missing TensorFlow backend detection." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method and a layernorm epsilon precision issue are distinct model-component bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape loading failure and missing Qwen3Next projections are different model loading/architecture issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a compile-time warning and the other is incorrect dtype propagation when loading BLIP2." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "These are different chat/completions failures: request acceptance/validation versus streaming inference on a specific model." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return handling and a DeepSeek-v4 transpose/dtype bug do not share the same underlying failure." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeek-v4 tensor conversion logic." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they affect different models and are not the same support bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model family, but one is a specific weight-shape mismatch and the other is a broader v5/Qwen3-VL-Moe bug report." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 is not the same concrete issue as degenerate training with flash_attention_3." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and a gguf_file loading regression are different bugs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug do not match in code path or symptom." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading is unrelated to a testing utility defect." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing image_utils import and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches and torch.split return handling are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing rms_norm_eps config value and GLM-5 RoPE implementation are not the same issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on one image and memory overflow in sam3-litetext are distinct failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading, but there is no evidence they share the same tokenizer-mapping defect." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils issue." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and partial-batch mask pipeline behavior are different code paths." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the DeepSeek-v4 tensor conversion bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config removal in v5.0.0 and a flash_attention.py AttributeError are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing dependency/import problems affecting different processors and models." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate ImportErrors from different packages; same symptom, different underlying causes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger Kernel application with model_init are different training bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is a missing projections bug and the other is a config field being dropped by strict loading." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config field and quantized save/load breakage are not the same problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 51, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:44038|issue:44410", + "issue:43986|issue:44484", + "issue:38617|issue:44351", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44380|issue:46132", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "8f8f4c00cac5f2fc36c1c533caabc9d4cd117c352d77bc80a36cdbd83bbf6101", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36705, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of unrelated issue reports; none of the soft-similarity pairs look like the same underlying bug or change. Most are only loosely related by subsystem or wording.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43502 is the most concrete, user-impacting, and broadly applicable bug in the set: a clear offline-loading regression with explicit expected vs actual behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest representative issue overall because it describes a clear, reproducible core API failure and is more actionable than the mostly model-specific or test/doc-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is the meaning of num_frames; related area, different defect." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different models and different failures: Qwen3-VL-Moe compatibility vs missing projections in qwen3next." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "One is an AutoProcessor/torchvision dependency crash, the other is save_pretrained shard-size behavior." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a specific tensor-op bug and the other is an accuracy regression after an upgrade; not the same code-path problem." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removal of a config flag is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument collision vs TOKENIZER_MAPPING_NAMES returning None are different failure modes." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback issue is unrelated to an image-text-to-text pipeline failure." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate/train state issue vs importing Trainer being blocked by datasets are distinct bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline file resolution making API requests and missing embed_tokens.weight during from_pretrained are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to the docstring parser crash under future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and cache lazy initialization recompilation are different runtime issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor without torchvision and tokenizer mapping None are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A runtime processor dependency issue is not the same as a notebook syntax error." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated models and failure modes." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error messaging and pipeline save_pretrained are different behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models is unrelated to saving Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and a Qwen3_5 infinite loop are not the same underlying bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning from compile is not the same as a SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes/check_repo cleanup is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision warning during compilation and a tie_word_embeddings warning are different warnings with different causes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in from_pretrained is unrelated to the max_shard_size default in save_pretrained." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are not enough to establish the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for a model and a Python version compatibility problem are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removing a config argument is unrelated to a noisy logging message." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FA2 support gating and GPT2 attention scaling under backend kernels are different bugs." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are different models and defects." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import problem." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and importing Trainer after uninstalling datasets are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe models and Qwen3.5 Moe from_pretrained failure are related by family only, 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": 23, + "review_unit_index": 52, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:45479", + "issue:45600", + "issue:46077", + "issue:46082", + "issue:46298", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:45600|issue:46298", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:43992|issue:45310" + ], + "prepared_review_unit_hash": "2d6d8e5e67a2bdd921917c190c8c8f54689ef8e87a8fc3b90a8f22bc6834bd37", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37592, + "estimated_input_tokens": 9398, + "estimated_eval_tokens": 19052 + }, + "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 and regressions. The only near-duplicate pair is the CLIP vision v5 regression about missing output fields; the rest are distinct model-, config-, backend-, or packaging-specific issues.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43618 is the earlier, broader CLIPVisionModel v5 regression report about missing output fields, so it works as the umbrella issue for the only credible duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43761 is the clearest actionable report in the cluster: it has an explicit v5 regression label and a concrete reproduction for `hidden_states=None` when `output_hidden_states=True`.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: a config attribute error in Gemma3 vs a TypeError in Apple Silicon allocator warmup." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: attention scaling ignored in GPT-2 backends vs zero-loss behavior in sequence classification." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/import problems, but not the same one: missing TensorFlow extra vs Trainer import breaking due to datasets." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Completely different areas: FSDP/PEFT optimizer state corruption vs GPT-2 attention scaling." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both mention warnings, but one is a local-path import warning and the other is a PyTorch precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages/models." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bfloat16 compilation is unrelated to a torch 2.9 flex_attention failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different model/component bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI breakage from removed Sam3LiteText mappings is unrelated to a noisy logging message." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different request-path bugs: chat completions validation vs batched chat template crash." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model families and failures: CLIP output fields vs GPT-2 attention scaling." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading bug and the other is fp8 support; not the same fix." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIPVisionModel v5 regression where requested outputs are not populated; one fix could plausibly restore both fields." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing a removed helper from configuration_utils is unrelated to local_files_only still triggering API requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different problems." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Separate load-time failures for different models and symptoms; no shared code-path bug is evident." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but one is quantized model saving and the other is Pipeline.save_pretrained." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 label propagation is unrelated to the Trainer import issue." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different model configs/outputs." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but resize_token_embeddings and bidirectional attention are distinct behaviors." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different dependency boundaries." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention support gating is unrelated to invalid GenerationConfig handling." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat-completions API validation and SAM3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with base_model_prefix is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores has nothing to do with pipeline serialization." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment compatibility issues, but for different Python versions and failure modes." + }, + { + "left": "issue:43824", + "right": "issue:45216", + "accept": false, + "reason": "Qwen2_5_VL import exposure and Qwen3.5 checkpoint save correctness are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different model configs and failures: attention masking vs head_dim validation." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention backend support and invalid generation config are unrelated problems." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a v5 loading bug for Qwen3-VL-Moe; the other is fp8 inference support, not the same code-path issue." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different request handling bugs in different APIs/components." + }, + { + "left": "issue:44514", + "right": "issue:46369", + "accept": false, + "reason": "Batched chat template crash is unrelated to SAM3-LiteText memory overflow." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error and PatchTSMixer post_init validation are different bugs." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading regressions for different architectures and release versions." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version support problems, but not the same version or failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the verdicts are conservative overall. The only accepted pair, 43618 \u2194 43761, is plausibly the same CLIP vision output-field regression; the other pairs are appropriately rejected with cautious reasons." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 53, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44734|issue:46617", + "issue:43874|issue:46617", + "issue:44387|issue:44556" + ], + "prepared_review_unit_hash": "98b4605ba6625908c21aaa2946eba5fce3f5ed20180be8a1eb7348796ccc85f4", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bag of unrelated Transformers regressions that only look similar at the title level (import/load/tokenizer/config/model bugs, CI flakes, and performance issues). None of the soft-edge pairs look like the same underlying bug/change, so I reject all of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must represent the cluster, #45278 is the broadest umbrella for post-v5 import/load regressions, but the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best umbrella issue here because it is the most general post-upgrade regression report and closest to the dominant theme of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Different bugs: FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different failure modes: SGD args ignored vs importing Trainer breaking until datasets is uninstalled." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is about cache/layer update methods needing no_grad; the other is a broad import regression after upgrade." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the Python 3.13 JIT script parsing indentation issue." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is a Python 3.14 load failure and the other is PretrainedConfig type checking in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "One reports sorted state_dict loading problems; the other is a missing Qwen3.5 vision config field silently dropped by strict config handling." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict loading order issues are unrelated to Gemma pipeline roundtrip failure on the underscore token." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is a config attribute bug, not the distributed training optimizer-state issue in FSDP2+PEFT." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is missing set_seed() in a specific model integration test; the other is a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time slowdown from import * cleanup is unrelated to intermittent long import transformers behavior." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A no_grad decoration bug for cache updates is not the same as a vague 'v5 breaks too many models' report." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM under tp are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading state_dicts out of order is not the same as Qwen3.5 save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy change are different model-specific issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is a loading bug, while 5.4.0 Qwen3.5 Moe from_pretrained error is a separate model regression." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError and tokenizer-loading regression are different import paths and different root causes." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions regression and CLIP text model structure inconsistency are related only by model family, not by the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "A CLIP output field regression is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer lacking ReLU is unrelated to DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test due to seeding is not the same as failure to load Phi-4 multimodal model on latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing set_seed in a test and a stale device override CI failure are different test/CI issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Sam3LiteText auto_mappings CI breakage is unrelated to the Sam HQ integration test seed problem." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior change is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still triggering API requests is a network/offline bug, not a tokenizers.AddedToken special-argument error." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on MoE and missing _tp_plan for Qwen3_5Moe are different tensor-parallel/model save issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reload failure for checkpoints trained on v4.57 after upgrading to v5.2/v5.3 are not the same root cause." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV cache continuation tensor indexing in serve is unrelated to loading trust_remote_code models from cache." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "GLM46V image patch counting bug is a multimodal processor issue, not a cached trust_remote_code FileNotFoundError." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization reserved-memory growth is a CUDA memory issue, not a checkpoint reload compatibility problem." + } + ] + }, + "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": 23, + "review_unit_index": 54, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:38617|issue:43576", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "506f984b0154ed5cc02bd38eb5a8f16c653ed3609ceeb031adf068e1290b1d43", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38064, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly around v5 regressions and import/loading problems; none of the soft pairs look like true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical duplicate stands out: the items span different bugs (imports, loading, docs, tensor parallelism, CLI, vision, FP8, and cache behavior).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the clearest concrete user-facing regression and the best representative issue if one must be chosen, but it does not cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both involve loading failures, but one is a missing export/import and the other is a cache FileNotFoundError; different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no-grad behavior and Sam3PixelDecoder dummy Conv2d are unrelated bugs." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "A local_files_only network leak and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE loading, but one is tensor-parallel `_tp_plan` and the other is a generic from_pretrained failure; not enough to treat as the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and the data filtering slowdown are different failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE tensor-parallel support and a missing vision config field are separate model bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different symbols; same general symptom, not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation state, but one is about `@torch.no_grad` on cache updates and the other is about `_update_model_kwargs_for_generation` after `sync_gpus`." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-Transformers loading hangs and documentation confusion in `model.forward` are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "`local_files_only=True` network requests and FP8 `save_pretrained` are separate bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only=True` leakage and a raccoon placeholder issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` and the raccoon issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and a checkpoint reload regression after version upgrade are related only at a broad version-compatibility level." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file errors and `PretrainedConfig` type-checking breakage are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different model-specific failures." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and pipeline save_pretrained issues are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and tokenizer loading regression are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` import and broken `transformers env` command are different CLI/API issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken `transformers env` CLI and `PretrainedConfig` type-checking are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with `model_init` and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion around `forward` args and a missing import symbol are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken CLI environment command and a missing Qwen2.5-VL export are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Raccoon placeholder issue and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing `HybridCache` import and cache FileNotFoundError are both loading-related but not the same code path." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and raccoon are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and raccoon are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing import symbol and broken `transformers env` command are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "RoFormer kwargs propagation and attention-interface usage are adjacent but not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support are separate tasks." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Sam3 vision encoder attribute error and trust_remote_code cache FileNotFoundError are different failures." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and missing `PreTrainedModel` import are different export regressions." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Both mention model execution performance/inference, but Liger Kernel model_init and FP8 B200 inference are different bugs." + }, + { + "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": "Qwen3.5 chat crash and the generic 'v5 breaks too many models' complaint 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": 23, + "review_unit_index": 55, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44230|issue:46095", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "ec28338619b78d999c2a1ebab7dc05c54435e0ae261ccbe56e56cc3bf64b1f22", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39445, + "estimated_input_tokens": 9862, + "estimated_eval_tokens": 19980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial topic matches (imports, v5 regressions, Qwen/VL, cache, docs), but they describe different bugs or changes. None of the candidate edges look like the same underlying issue closely enough to merge.", + "confidence": 0.88, + "canonical_issue_reason": "issue:41669 is the most concrete and actionable issue here: a specific import-performance regression with a clear suspected cause and measurable impact, making it the strongest representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best global issue candidate because it is specific, technically grounded, and representative of a real root-cause-style regression rather than a vague symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Both mention cache-related behavior, but one is a generation cache bug and the other is a typo in cache strategy docs; different issues." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "One is lazy loading/import behavior, the other is a TensorFlow backend error from tensorboard-only installs; unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion and a SmolVLM video-frame inconsistency are unrelated bugs." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is a general model support bug and the other is missing tensor-parallel metadata; not the same fix." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "issue:45230 is too generic to match the specific processor save_pretrained file-missing bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import behavior and unsafe sys.modules access are related only at a high level, not the same underlying bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL output/error issue and a PretrainedConfig type-checking regression are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-family multimodal bugs, but one is 2D box hallucination/error and the other is an infinite-loop case on a specific image; not the same change." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both concern video-related inputs, but they affect different models and different semantics (vision_position_ids vs num_frames)." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage is not the same as a missing generation cache during chunked prefill." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility; different failures." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a broad statement that v5 breaks many models." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve loading older checkpoints after v5, but they affect different model families and likely different incompatibilities." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing StableLmConfig attribute is a concrete model bug, not the same as a generic complaint about many broken models." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "A broad import-error report after upgrade is not the same as a generic statement that v5 breaks too many models." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs is not the same as a broad model-breakage report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and cache strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both are import-related, but one is import-time performance and the other is a missing module export for a specific model class." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Sam3 model-type mismatch and Liger Kernel not applied in model_init are different initialization issues." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion tooling." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import and broken lazy loading may be related in theme, but this is not enough to treat them as the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron and Qwen3-VL bounding-box errors are separate model issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command regression and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL output bug are different problems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs passthrough and scheduler configuration handling are unrelated code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler bug and a PretrainedConfig type-checking regression are different failures." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access bug is not the same as an unspecified generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is a specific bug, not the same as a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but one concerns import performance and the other a missing top-level export." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression and a testing_utils bug do not describe the same issue." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility and broad v5 breakage are different categories of problem." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and Qwen3.5 MoE from_pretrained failure are distinct model bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support and a missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are different initialization/utility bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around forward arguments and a tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init and flash_attention_3 training degeneration are different model/training bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command regression and lazy loading/import behavior are both v5-adjacent but not the same code-path problem." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion and Gemma-4 audio positional encoding 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": 23, + "review_unit_index": 56, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:33453", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "ef29cfd2c0dc727639e249303c8e358971678f566b61ddaf9277f407831eb834", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39572, + "estimated_input_tokens": 9893, + "estimated_eval_tokens": 20042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of loosely similar but distinct issue reports across different models, loaders, tokenizers, processors, and v5 regressions. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 33453 ('Regression in tokenizer loading') is one of the clearest, most specific regression reports in the set and is a reasonable representative anchor; the rest are mostly unrelated or only broadly similar.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33453 is the strongest standalone issue candidate because it is concrete, user-facing, and narrowly scoped compared with the more generic or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both mention processor output bugs, but they affect different models and different calculations (timestamp vs padding); not the same underlying defect." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipelines and tied-weight key handling are different serialization issues; no clear shared bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken 'transformers env' command and inability to import Qwen3_5ForCausalLM are unrelated failures." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; too little evidence they are the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different problems: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf concerns do not match a VRAM leak in multi-dataloader-thread inference." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward args is not the same as a model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a comb tensor transpose/dtype issue are different defects." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and forward-pass documentation confusion are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM is not the same as a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific, but they describe different architectures and different bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are different subsystems." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings behavior and a Qwen3ForCausalLM VRAM leak are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad '5.0 breaks many models' complaint does not match a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a GLM MoE indexer is not the same as Gemma-4 audio encoding logic." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "A missing rms_norm_eps precision issue in MLA does not match Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a DeepSeek-V4 weight conversion question are not the same bug/change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and multi-thread VRAM leakage are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are both import errors but for different symbols and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is not the same as a Qwen3_5 import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is general behavior drift and the other is an incorrect decoder type; too weak to treat as the same concrete bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support and a generic Flash Attention 2.0 request are not enough to prove the same underlying change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue ('Unemployment') are not connected." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions behavior and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder issue and a broad v5 breakage complaint are not the same underlying problem." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crashes and chat template tool-call crashes are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and a missing layer_type_validation import are different loading problems." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as tied-weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key crashes are different config/serialization bugs." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both reference Flash Attention 2.0, but one is GPT2LMHeadModel support while the other is NemotronH support; different model-specific changes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save_pretrained files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on training failure and slow from_pretrained checkpoint loading have no shared code path." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are both loading-related but not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE inference and a from_pretrained regression are different concerns." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are not the same change." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights behavior in Mamba/Mamba-2 and RoFormer attention-interface usage are unrelated model implementation 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": 23, + "review_unit_index": 57, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-477", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "2c0cd1a31e14ef4c6914c60b2de47cb22a9e325ab5e3bdc261239513c6bb4ba2", + "component_budget": { + "node_count": 477, + "item_count": 477, + "soft_pair_count": 1760, + "serialized_chars": 911713, + "estimated_input_tokens": 227929, + "estimated_eval_tokens": 456114 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7773, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are heterogeneous and do not appear to describe one underlying bug or change. The soft-similarity matches are superficial (mostly generic wording like incorrect behavior, warnings, or missing interface usage) and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating; different models and code paths." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config type-hint typo is unrelated to tokenizer regex warnings; one is a config annotation issue, the other is a runtime warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value usage is not the same as kwargs not being forwarded to a loss function; different failure modes and locations." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs in loss calculation is unrelated to RoFormer not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss-target handling and tokenizer regex warnings are unrelated subsystems with no shared bug path." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value behavior is unrelated to RoFormer attention dispatch/interface usage." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A loss/label-handling issue is unrelated to a typo in a quantization-operation attribute name." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig and a typo in quantization conversion code are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to a loss function is unrelated to an incorrect config type hint." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm vs RMS norm semantics are unrelated to ModernBERT norm_eps type hints." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are separate issues with no common code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 23, + "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": "686c46bdabb25ff68457693fd5b8fe62b1d4e77335f32e4b7358511045f1b90a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they concern token truncation behavior, scheduler-like functionality, and Wav2Vec2 word offset extraction.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the three items describe unrelated feature requests in different parts of the library.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative because there is no shared underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features: truncation strategy for tokenization vs. word boundary timestamps in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: tokenizer truncation direction vs. ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and goals: learning-rate scheduling vs. Wav2Vec2 time offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 23, + "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": "d3a9e7faac228f1bdbc5f295879c40cb08305ce4b98bb4dd71f0eaa34d4af809", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates of one another. One is about Tapas tokenization differing from TensorFlow, while the other two are model-loading failures with different apparent causes (private-model authentication vs a generic public model load error).", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the reports are about different bugs. If forced to choose the broadest user-facing problem, #16618 is the most generic model-loading complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue candidate only in the sense that it is the broadest and most central of the model-load related reports, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: tokenization parity vs model loading. No evidence they share the same underlying code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model download/load failures, but #15980 is specifically a private-model login/authentication error while #16618 is a generic 'can't load bert-base-uncased' report. Too different 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": 4, + "component_count": 23, + "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": "d448cd59a7fe81ad91c92cbff14e87b888d3e67b8cd779d6864c2ed59dfa65fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one for broader Flash Attention 2 architecture support, the other for broader GGUF architecture support. They share only a generic contribution framing, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue applies here; these are distinct feature requests for different subsystems and should be tracked separately.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF). The overlap is only in wording about adding support for more architectures, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 23, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "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:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "5cb8e0a4e40d062dbe8572524ddfbc5d4a28093fa54708ae5efd46e6bed4ea62", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The packet supports two likely duplicate subgroups, not a single cluster-wide duplicate set: the generic i18n placeholder-template issues, and the Thai-titled pair. The Turkish, Spanish, and Romanian translation requests look like separate language-specific issues and should not be merged across languages.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43834 is the best canonical for the generic-template subgroup: it is the earliest placeholder-title issue and is very close to 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue should anchor the cluster, 43834 is the strongest choice because it represents the larger generic-template duplicate subgroup and predates the near-identical follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs generic placeholder-template issue; same broad topic, but not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different underlying requests: Turkish language-specific issue versus generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific translation request is distinct from the generic placeholder-template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages and different requests; not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct language-specific issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is separate from the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder-template issue; not the same bug or task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language targets (Spanish vs Romanian), so these are separate requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request is not the same as the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder-template issue; only superficial similarity." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request and generic template issue are not the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request and Thai-titled issue are different language-specific requests." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request and Thai-titled issue are different language-specific requests." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body shape; this looks like the same template translation issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder-template translation issue with essentially the same content structure." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue versus Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue versus Thai-titled issue; only broad translation similarity." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder-template issue; titles and bodies are closely aligned." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue and Thai-titled issue are unrelated duplicate candidates." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue and Thai-titled issue are not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue versus Thai-titled issue; different underlying requests." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue versus Thai-titled issue; not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and matching body shape indicate the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too strong. The packet supports two highly similar groups, but it does not fully justify calling the generic-template set an \"exact-match subgroup\" or asserting that these are the only true duplicates with that level of certainty. A more conservative phrasing would be that there are two likely duplicate subgroups: the placeholder i18n-template issues and the Thai-titled pair, while the Turkish/Spanish/Romanian requests remain distinct language-specific issues." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:44121", + "issue:36879|issue:43909", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue: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": "6ceb908413b7eb7663e55bbfc2e6b031fba93c86ae577c18899048b6d93964c7", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24141, + "estimated_input_tokens": 6036, + "estimated_eval_tokens": 12328 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24141, + "estimated_input_tokens": 6036, + "estimated_eval_tokens": 12328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are only loosely similar model-request issues; they do not appear to be duplicates of the same underlying bug or change. They span different model families and features, so no merge-worthy issue cluster emerges.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the titles describe different models/features (e.g. EuroBert, DEIMv2, Qwen3-TTS/ASR, Voxtral TTS, Granite SWA+sink), and the shared similarity is just the generic 'add model' request template.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for deduplication; any one would be only a loose representative of a broad set of unrelated model-add requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different architectures and requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity transformer are unrelated models." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio target different domains and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are not the same feature." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are distinct model integrations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and weight-sparse transformer support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models despite similar names." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity transformer are different code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are separate models." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are different requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and an unrelated closed issue title are not the same change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are distinct model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS 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 features." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model integrations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are not the same underlying request." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model proposals." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity transformer support are different code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink option are unrelated requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are not the same issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 23, + "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": "5041523edd7fd67d02068ec03ff3379b13789ecff4f4d3884d9054be86fa9cf5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and not a duplicate signal.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the reports cover different subsystems and different kinds of work (documentation vs. vision model refactor).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the more substantive code-related item, but it is not a duplicate of the docs-only Pruna request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics, different domains, and no shared files or explicit target; this is not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 23, + "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": "b7b22a908231f2e7e21d3f4722b54158dcbe88acb8bc03cfb13d7b14f56832df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is an ambiguous request about block decoding, while the other is a specific feature request for DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "DeepSeek v3.2 support is the more concrete, actionable issue title; \"Set Block Decoding\" is too vague to serve as a clear cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests and likely different code paths: block decoding versus adding support for a specific model version." + } + ] + }, + "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": 23, + "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": "cdf0a87ee7ece085aa19c0ea76aa8c4d064db1dc5434a5b48414eeb617c5e411", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like separate feature requests in the same general family of memory-saving model components, but they target different mechanisms: FLCE/TiledFusedLogitsLoss support in `from_pretrained()` versus integrating TiledMLP. Not a duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41306 is the more concrete request, centered on a specific flag/workflow gap in `from_pretrained()` for TiledFusedLogitsLoss (LigerFusedLinearCrossEntropy / FLCE).", + "canonical_pr_reason": null, + "best_issue_reason": "41306 is the best representative issue because it has a narrowly defined API integration problem and is easier to act on than the broader TiledMLP memory-footprint idea.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one is about enabling a specific FLCE/TiledFusedLogitsLoss flag during model loading, the other is a separate proposal to add TiledMLP for memory reduction. Same broad optimization theme, but not the same bug or fix." + } + ] + }, + "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": 23, + "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": "68d6ce5fd9fef8e9ddbb472dd2217847b6e163039a0b362af1b88f8977afb4e2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (Trainer customizability / custom trainers) but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43598 is the cleaner cluster anchor because it is a concrete, narrowly scoped Trainer behavior question with a specific knob (`remove_unused_column`).", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is more representative of the apparent theme of Trainer customization; #43600 is a separate FLOPS-accounting concern and not a good stand-in for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/features: one concerns unused-column removal in Trainer, the other concerns FLOPS estimation for custom trainers. Similar surface area, but not the same change or fix." + } + ] + }, + "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": 23, + "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": "03f658a02e88aacce71e869bd00e646e81f7402896675364106774e1447182a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (Qwen model support), but they request different capabilities for different model families and task heads, so they should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43684 is the broader upstream request: registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It is the cleaner anchor for this cluster, while #44405 is a separate task-specific request for Qwen3.5 sequence classification.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue to keep as the canonical representative because it covers the wider model-registration change and is less specialized than #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Do not treat as duplicates: one asks for Qwen3-Omni auto-class registration, the other asks for Qwen3.5 sequence-classification support. Different model families and 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": 12, + "component_count": 23, + "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": "e0047f6f08a3317c30694781e3cf627580903535e594b2933b2107b5e6539a63", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues look like duplicates of the same report; the differently titled \"Fett\" issue does not have enough evidence to join that group. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43859 is the strongest representative among the likely duplicates because it has the same title as the others and is the only one with any discussion activity, suggesting slightly more context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43859 is the best global issue candidate for the same reason: it appears to be part of the duplicate \"huggingface\" set and has the most engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body/details to show the same underlying bug; similarity alone is too weak." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The \"Fett\" report is not clearly the same problem as the \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title and near-identical timing strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent topic; likely duplicate reports of the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent topic; likely duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the exact same title, while 43835 is different and lacks evidence tying it to that set. The canonical/best-issue choice of 43859 is conservative and supported by its only slightly higher discussion activity. No PRs are present, and the soft-edge verdicts stay within the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "e8b327dfbeaf2ad801d0cd8f9d693a7d43211149e69581598527656e744caa5a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are low-information spam or generic placeholders with no concrete bug/report content, so there is no credible duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "No issue stands out as a real canonical report; the titles are generic/spam-like and the bodies contain no actionable details, repro, or shared target.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these issues is suitable as a canonical issue because they do not describe a substantive problem and provide no usable linking evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no descriptive body or shared technical problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same pattern of generic spam content; no evidence they report the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation request; not the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated titled issue; no concrete overlap in bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion does not match a spam placeholder as a duplicate." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared specific problem statement; the items are too generic to merge as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no substantive evidence they describe the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated titled issue; insufficient evidence of duplication." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared bug, change, or target; reject as duplicate pair." + } + ] + }, + "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": 23, + "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": "0cfbe8e0c06baceadba83926519f2e4cfa6c01bfed58aa02c63ab7b7811ee116", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues share the exact same title and moderate soft similarity, so they are likely related and possibly duplicate reports, but the evidence is not strong enough to treat them as near-identical duplicates with high confidence.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative issue for the cluster for the same reasons: earliest creation and slightly stronger linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match exactly and the soft similarity is moderate, but there is no deterministic match, no shared targets/files, and no body-level evidence that they are the same underlying report. This supports related/possibly duplicate, not a confident duplicate acceptance." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these issues share the same title and have moderate soft similarity, but it does not establish that they are \"near-identical duplicates\" or that the body content is highly similar with high confidence. The soft-edge acceptance is a bit too strong for the evidence available, especially since deterministic_accept is false and the only pair evidence is soft_similarity. A more conservative verdict would be that they are likely related and possibly duplicates, not definitively duplicate reports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "73e9d20da3143af175385012ee21b44ba904352c4536a9dcce549233a6ed3429", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related only at a very broad 4-bit inference level, but they describe different failure modes and should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits: 45672 reports a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, while 45674 reports llm_int8_skip_modules clearing the default lm_head exclusion and triggering an AssertionError. Different root causes and symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better standalone representative because it states a concrete config bug with a clearer, generally actionable reproduction path; 45672 is a more model-specific symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: the titles and described failures point to different bugs\u2014one is a uint8/torch.finfo TypeError in Gemma4 audio modules, the other is a BitsAndBytesConfig exclusion regression causing AssertionError. Shared 4-bit inference context is too broad." + } + ] + }, + "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": 23, + "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": "cc188b837ea06bb8a3ed9d32ae6b9996166e8a6fe8ac2edb0cd466a422c9ddc9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely similar in having the same surname, but the titles appear to be unrelated personal-name placeholders with no body or technical content. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Same surname in the titles, but no evidence of the same underlying bug or request; these look like separate content-free issues." + } + ] + }, + "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": 23, + "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": "24a5874e8e03a6c36b3d24dac191ffdbe16f4413de333cdd635da838f2a6e141", + "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": "The two closed issues contain only different personal-name/date titles and no body, links, or shared technical context, so they do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different subjects with no technical description, filenames, or issue links; the titles appear unrelated rather than the same underlying bug or request." + } + ] + }, + "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": 23, + "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": "6c12c48646df1b8cfa6a8c74d30a091e5ebee41ffef8fc693eb304004db744fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete and actionable feature request, with a specific model/API addition requested.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and code paths: model class addition vs. FP8 training support. No indication they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "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": "b120155e304ad89b38a8330bc19e7558bb58173142ed82670bccef64c084b249", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact-duplicate issue pairs stand out: 45870/45871 and 45872/45873. The dataset/sample issue 45869 is related by topic but not the same report, so it should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45870 is the earliest exact duplicate in the repeated 'Example: Financial time series prediction with DataForge' pair, so it is the cleanest canonical representative for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue candidate because it is a clear duplicate target, appears earliest, and is a clean representative of one of the duplicate clusters.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad finance/data theme, but one is a dataset/sample promo and the other is an example writeup; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic only; the dataset bundle and the example request are different artifacts, not duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles and matching issue shape indicate the same underlying example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series with DataForge, but one is the example request and the other adds a scraping service; different change/problem." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Similar theme, but the scraping-service variant is a distinct request from the plain prediction example." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Shared finance/DataForge context is too broad; these are different issue intents." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Not the same underlying report: plain prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles and matching shape indicate the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: 45870/45871 and 45872/45873 are exact title matches, while 45869 is only softly similar. The canonical choice of the earliest item in the 45870/45871 pair is conservative, and the non-duplicate verdicts for the cross-pair comparisons are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 23, + "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": "01c0e53624b3530721d45ac32e00c026b3d958e2b0bf8cc5de48c3e008560877", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. Related subsystem, not clearly the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46439 is the stronger canonical issue because it describes a more general, code-path-specific problem (`early_initialization` corrupting linear-attention shapes) rather than a single model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46441 is the best user-facing report if prioritizing reproducibility, since it names a concrete model (`Qwen3.5`), a specific setting, and the exact exception seen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Same broad area (`static` cache + linear attention), but the errors differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same bug or could be fixed by one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 23, + "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": "feee84f4ebbf9d834eb093dc214c0acfdd5dc05748202649f515c90e41f4e25c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be duplicates of the same Wav2Vec2CTCTokenizer v5 bug: they have identical titles and matching body length, with no evidence of a different scope. Issue 46552 is the preferred canonical report because it is still open and already has inbound references.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is open, still active, and already has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue to keep as the primary tracking item for this bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical titles and matching body length strongly indicate the same underlying bug, and there is no contrary evidence showing different reports." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is mostly grounded, but it overstates the evidence in one key place: the packet does not expose the issue bodies, only equal body_length and identical titles. So saying the reports have \"matching titles and bodies\" or are \"effectively identical\" is stronger than the packet supports. A conservative summary would be that they appear to be duplicates/same bug based on identical titles and matching body length, with issue 46552 preferred as canonical because it is open and has inbound references." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 23, + "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": "1d175cc7c021bb2660181e333ff708e29d62ec6f349ba4b1090179c3d9a460dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1565, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1565, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not the same bug: one reports a tensor shape mismatch during object-detection training, while the other reports a later-epoch out-of-memory problem in RT-DETR v2.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46657 is the more concrete, code-path-specific report (tensor size mismatch) and is better suited as a representative issue than a separate OOM symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best issue to anchor the cluster because it describes a specific failure mode rather than a generic resource exhaustion symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: a tensor dimension mismatch vs. out-of-memory after some epochs. They may occur in the same training area, but 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": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "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": "099089d78631ba29c5d63dc3c7c6f23176efc7046527b050221779e938e75e84", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38150, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38150, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the two `fixed_cross_entropy` PRs are true duplicates; the rest are separate model additions, docs, tests, or unrelated refactors that do not fix the same concrete code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative of the only duplicate pair: it directly targets issue 43240 and contains the more complete `cross_entropy` kwargs forwarding fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest global representative because it has the explicit issue link, clear intent, and broader implementation; 43254 is a narrower variant of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model/docs addition vs Executorch dynamic-shape export test; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method fix vs adding MobileLLM; different models and code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs Executorch export test; no shared underlying bug." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor/autoload robustness changes vs new MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs fix vs MobileLLM model addition; not the same issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`cross_entropy` kwargs handling vs Mistral4 test/model work; different concrete problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 test/model changes; separate concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs model addition; no overlap in bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-collection refactor; different code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs a model-creation skill/documentation PR; not the same fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output refactor vs Mistral4 tests; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model updates vs CLIP-family `layrnorm` renaming fix; different underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 work vs chat parsing/serve updates; separate changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs TDT loss kernel integration; unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work vs config-resolution ordering fix; different issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model/test changes vs a draft model-creation skill; not a code duplicate." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs skill/documentation PR; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `fixed_cross_entropy` in the same way to support extra `cross_entropy` kwargs for the same issue; they are alternative implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the only clearly duplicate pair is 43251/43254, which both edit `src/transformers/loss/loss_utils.py` for issue 43240 and are plausibly mergeable into one PR for the same bugfix. The other pairwise rejects are conservative and match the shown diffs/titles as separate model additions, docs, tests, or refactors." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "62258fe36aedf42535f4aa56c157bac8b5cca22aac3cabd31da804d0b76b53e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are VibeVoice-related integrations, but they target different scopes: an initial VibeVoice implementation vs a later VibeVoice Realtime expansion with an acoustic tokenizer. They are related, but not duplicates of the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42781 is the better canonical PR because it is the newer, broader VibeVoice submission and includes the realtime path plus the acoustic tokenizer work, making it the more representative artifact for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42781 is the best representative PR overall since it covers the more complete VibeVoice integration surface and subsumes the earlier model-only implementation in scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related VibeVoice work, but not the same underlying change: 40546 is the base VibeVoice implementation, while 42781 adds Realtime support and the acoustic tokenizer. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "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": "56344ad6cd9aed4fc0886ccc2d73f5a1f13a3cac3bc046892216d37f850ff8a7", + "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 PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests implement unrelated features for different model families, so neither can represent the cluster.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they solve different problems in different subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix the same bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "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": "b6438b6d88766cbfc0967b3e4cd8e776e3deeffab501d4e13e83487b84777c7d", + "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 distinct workflow dependency-upgrade PRs, not duplicates: one is a broad GitHub Actions runtime/tooling compatibility sweep, the other is a docker/build-push-action bump.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different changesets and fix different upgrade paths, so neither should subsume the other as a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "Neither is a strong cluster representative because they are separate upgrade efforts; if forced, PR 42975 is the narrower Node 24 compatibility sweep, but it does not represent PR 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They share workflow files and both upgrade GitHub Actions, but they modify different actions for different reasons: PR 42975 focuses on checkout/cache/upload-artifact Node 24 compatibility, while PR 42976 bumps docker/build-push-action. Different concrete code paths, so not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "652a1fb83f066a9f1f7f503962e5ee2cdf3abe71aac9aa5ea56bb11c0d555fd5", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24369, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24369, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs are separate model-addition efforts that share boilerplate docs/auto-registration changes but target different models. The only true duplicate pair is the Step 3.7 Flash PRs: 46562 and 46658 both implement the same model and code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46562 is the better canonical representative: it is the more formal, model-scoped Step 3.7 Flash addition, while #46658 is explicitly a WIP variant of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46562 is the best overall representative of the only duplicate pair and is more complete/cleanly scoped than the WIP counterpart.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registry boilerplate is not enough to make them the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo2) with only generic transformer registration/docs overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families (ViT NEPA vs CTSM); overlap is limited to shared docs/auto-mapping maintenance." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "ViT NEPA model addition is unrelated to distributed config work; no shared concrete code-path bug/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model additions with different files and implementations." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared framework plumbing does not indicate a duplicate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo model addition and distributed config changes are different changes with no common code-path bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations; shared auto/model registry edits are generic." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model addition is unrelated to distributed configuration support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM model addition and Step 3.7 Flash model addition are different models; overlap is only in generic auto-registration/docs files." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model work is unrelated to distributed config plumbing." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both PRs implement Step 3.7 Flash and touch the same model implementation/registry area; #46658 appears to be a WIP variant of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "e665428c8c99559f073be19a514124d06b86d367753247844a480f7f2de1313e", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23165, + "estimated_input_tokens": 5792, + "estimated_eval_tokens": 11840 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23165, + "estimated_input_tokens": 5792, + "estimated_eval_tokens": 11840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity group rather than true duplicates: it mixes unrelated test-only edits, docs/typo cleanups, CI infra changes, and distinct code fixes in Whisper, generation, FP8 loading, and tie-weights compatibility.", + "confidence": 0.31, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the best representative of the set because it is a substantive, self-contained bug fix in core generation/Whisper behavior with targeted tests; the other PRs are either unrelated cleanups or changes in different subsystems.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest standalone fix in the cluster and most plausibly the one to keep as the representative item.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper decode logic/test fix vs unrelated CLIP/ViT test assertions; not the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer decode behavior vs FP8 dequant/model-loading fix; different code paths and problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fix vs generation watermarking validation/Whisper generation behavior fix; not the same concrete issue." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights vs broad typo cleanup across many files; unrelated changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Deliberate failing test edits vs Phimoe CI/integration-test infrastructure fix; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Bogus test-only asserts vs FP8 dequant/model-loading work; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Bogus test-only asserts vs generation/Whisper bug fix; different issues." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Bogus test-only asserts vs typo cleanup PR; not the same underlying change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading fix vs Phimoe integration test/CI fix; different subsystems and problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequant/model-loading issue vs generation watermarking/Whisper behavior issue; not a mergeable single fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 dequant/model-loading fix vs broad typo cleanup; unrelated." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest documentation cleanup vs code typo cleanup; both are editorial but not the same change or bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation/Whisper code fix vs Phimoe integration test/CI fix; unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Core generation/Whisper bug fix vs broad typo cleanup across many files; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "eb295518a6349835377a08f6f342528268d148dbc23b14140a4c257f16856725", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not the same change. PR 43488 is a small repo-bot/test configuration tweak around setup/versioning, while PR 43532 rewires CI/workflow behavior and touches testing utilities. The only overlap is a shared Vit test file, which is not enough to treat them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the better representative because it has the broader, more coherent code change set centered on CI/testing workflow behavior, whereas PR 43488 is a narrow setup/test-dependency tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the most substantial and self-contained of the two, but it is still not a duplicate of PR 43488; it reflects a different code-path and purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 adjusts setup/versioning and adds pytest-random-order, while 43532 changes GitHub workflows and testing utilities. Shared Vit test-file touch is incidental, not 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": "pull_request", + "component_index": 9, + "component_count": 36, + "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": "02609ce610bdfd06a5f1b0c6c06779295ab5237027890ad322ec9c30113d6338", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two adjacent but distinct PRs adding different segmentation pipelines. They share documentation/registration scaffolding, but target different tasks and model integrations, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader representative of the cluster: it adds Promptable Visual Segmentation with wider model/test coverage and more integrations, making it the more complete exemplar of this PR family.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the best single representative because it is the larger, more comprehensive pipeline addition and includes the most supporting changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are different underlying features. 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model backends and test coverage. Shared docs/registry boilerplate is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "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": "87bc0093fcfb1ba3e54c8842fc1afdafa80b95c1a4477b60d3c9f8be9f2dc49c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs touch the same file and both add trainer customization hooks, but they fix different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for model input processing. They are related refactors, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more concrete, user-facing bug fix: it changes the training-step loss scaling behavior for custom trainers during gradient accumulation. It is a self-contained functional change and a stronger representative than the signature-column refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying behaviors: #43651 addresses loss normalization in training_step, while #43663 extracts _get_signature_columns for dataset column filtering. Shared file and custom-trainer theme are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "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": "61ba930b2de3773ac4680e4b16e4f5153dc916a71605ea6a14efa39be8ec72c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about annotation-related NameError fixes, but they target different failure modes: one is a broader `from __future__ import annotations` cleanup, the other is a narrower `TypeAdapter`/pydantic import handling change. Related, but not the same change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader representative fix: it enables postponed annotation evaluation and updates multiple annotations in `serve.py`, making it the more complete of the two closely related changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the strongest standalone fix in this cluster because it addresses the annotation-evaluation problem more generally, rather than only the `TypeAdapter` symbol.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They are related `serve.py` typing fixes, but not the same underlying bug/change. 43656 applies postponed annotations broadly; 43842 specifically handles `TypeAdapter` under `TYPE_CHECKING` for the pydantic-absent case." + } + ] + }, + "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": 36, + "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": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "bbb96e9c80a34af992789a3d65a08536c62ef2b6e651b9fe2a2e7313f130a39f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific output-tracing refactors sharing the same umbrella issue, but they are not duplicates across different model families. The only strong duplicate candidates are within the GPT-Neo and GPT-J/CodeGen groups, where the same forward paths and files are being refactored.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the broadest representative of the shared GPT-J/CodeGen tracing refactor, touches the same concrete code paths as the other GPT-J/CodeGen candidates, and has an explicit issue link.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best cluster representative because it is the most central and broad instance of the same concrete output-tracing change, rather than a narrower follow-up or a different model-family refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same tracing theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; 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not the same code path." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet versus Flaubert/XLM; different models and fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo versus GPT2; same subsystem pattern but not the same change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 versus GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet versus Segformer; different vision model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer versus MPT; different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; different concrete code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; only the broad tracing theme overlaps." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet versus LongT5; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo versus LongT5; separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet versus MPT; unrelated concrete code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert versus VisualBert; not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet versus TextNet; separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert versus GPT-Neo; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen tracing refactor on overlapping files and forward paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying model code." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; unrelated concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and different forward paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet versus SpeechT5; same umbrella issue, not the same fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa versus SpeechT5; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa versus VITS; separate model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are limited to closely related same-family refactors with shared files or code paths (GPT-Neo and GPT-J/CodeGen), and the rejected pairs are correctly kept separate across different model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "d1364b7833aefc06f2e17e9e408e65fc6825a60c609be58219b2c19407a8e34f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific PRs refactoring output tracing to the new standardized capture_outputs / can_return_tuple pattern. They share a broad migration theme, but they are not the same concrete bug or change and should not be merged together as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a good canonical representative because it clearly expresses the common refactor theme in the title and shows the standard pattern in the diff: adding can_return_tuple, capture_outputs, and explicit _can_record_outputs wiring for a model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best overall representative of the cluster\u2019s theme: it is a straightforward standardized-output-tracing migration with explicit hook mapping, making it easy to recognize as part of the refactor wave.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models/code paths (FocalNet vs ImageGPT). They are parallel migrations, not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet have separate model implementations and separate refactors. The edits are similar in style, but not the same concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model code paths. Similar capture_outputs plumbing does not make this the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are different model-specific output tracing migrations; they do not appear mergeable into one PR for a single bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different model stacks. The patches are analogous refactors, not duplicates of the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different code paths and different output-tracing adaptations. Shared refactor intent is too broad to treat as the same 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": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "010519eca91fc0d0e5db37ed4bc40ca58858b2a2fa78ef0afda989ff2aa084af", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are several unrelated model-specific output-tracing refactors. The titles are similar, but the diffs touch different model families and code paths, so none of the soft PR-to-PR edges look like true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR stands out in this cluster. If one PR must represent the cluster theme, PR 44003 is the strongest example because it makes a broader output-tracing change across two closely related Mamba-family files and introduces the capture/recording plumbing explicitly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best representative of the overall refactor pattern: it is more substantial than the single-model edits and stays within one closely related code family, making it the clearest exemplar of the cluster\u2019s theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths (timm_backbone vs upernet); only the refactor wording matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "timm_backbone and vision_text_dual_encoder are unrelated implementations; this is just a shared tracing refactor motif." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone vs univnet are unrelated model paths, so this is not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); no shared concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are unrelated; the similarity is only the generic output-tracing refactor pattern." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "mobilenet_v1 and univnet are different model families with different forward paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "mobilenet_v1 and upernet are separate code paths; not the same bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "mobilenet_v1 vs depth_anything/prompt_depth_anything is unrelated despite the same refactor theme." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "mobilenet_v1 and vision_encoder_decoder do not share the same concrete implementation change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "mobilenet_v1 vs speech_encoder_decoder are different model families and code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "vision_text_dual_encoder and univnet are unrelated; this is just a similar output-tracing refactor." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "vision_text_dual_encoder vs upernet are separate implementations, so not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "vision_text_dual_encoder and mamba/falcon_mamba do not target the same code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different families (vision_text_dual_encoder vs depth_anything/prompt_depth_anything); no shared underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "univnet and upernet are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "univnet vs mamba/falcon_mamba are different code paths and not mergeable as one fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "univnet and depth_anything/prompt_depth_anything are unrelated model families." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "univnet and codegen are distinct model code paths; 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Different abstraction levels and code paths, so not a duplicate." + } + ] + }, + "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": 36, + "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": "58c4895b68b8f853d5e6870428fae8fef842b3670c849162e34f054fa43e7e5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex AttributeError in the same code path, with nearly identical code changes; 45317 appears to be the more complete version because it adds tests.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared explicit bug target for both PRs, so it is the canonical issue for this cluster.", + "canonical_pr_reason": "PR 45317 is the strongest canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representation of the change.", + "best_issue_reason": "45081 is the only explicit issue and directly describes the bug these PRs address.", + "best_pr_reason": "45317 is best because it fixes the same concrete AttributeError and includes additional regression tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in _patch_mistral_regex; 45317 is essentially the same patch with added tests, so these are duplicate/superseding PRs." + } + ] + }, + "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": 36, + "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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "8b75cacf39ffd7a3697bbbd9c7383a1c9e5f1f5e1c19a51330e65eab46be6b4d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13757, + "estimated_input_tokens": 3440, + "estimated_eval_tokens": 7136 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13757, + "estimated_input_tokens": 3440, + "estimated_eval_tokens": 7136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are about different Nemotron model variants and tasks, not the same underlying change. The overlaps are mostly superficial (shared auto-registration, docs, and family naming), so none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46565 is the strongest standalone representative of the cluster because it is the most substantial ASR change with the broadest implementation and documentation surface, but it is still a separate change from the NemotronH and earlier Nemotron ASR PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but one is a GraniteMoeHybrid inheritance/refactor and the other is a broader dense/sparse model split; same family, not the same concrete fix." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Both touch Nemotron model docs/auto plumbing, but one is NemotronH dense/sparse modeling and the other is Nemotron 3.5 ASR streaming; different code paths and deliverables." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are Nemotron ASR-related, but they target different model versions/features (Nemotron ASR vs Nemotron 3.5 ASR) and 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": "pull_request", + "component_index": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "375776f2725743e05a9e905778d1df4d5e6905e61caec3ed817823fce18409f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct PRs: one introduces per-layer heterogeneous configuration support, while the other builds on that to add heterogeneous modeling/runtime support. They share some foundation files, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clean canonical duplicate because the two PRs split the work into a config-only foundation (45333) and a broader modeling/runtime follow-up (45332). If forced to pick a reference, 45333 is the more atomic base layer.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best standalone reference for the core configuration abstraction; it is narrower and more self-contained than 45332, which depends on and extends that groundwork across multiple modeling files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "45332 adds heterogeneous model/runtime behavior (cache, masking, modeling utilities) on top of per-layer config support; 45333 only adds the config infrastructure. They are adjacent but not the same concrete change and would not be merged as one PR without losing separation of concerns." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "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": "7ed8313f376bf0ac59c4f88d9d2115ea1f7c9dc6df80e5d728a9a7797cba8ad3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they target different work: one is a broad typing pass over many Transformers files, while the other adds specific typing protocols/aliases to satisfy modeling and PEFT-related type constraints. They are not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing change; PR 45415 is a broad repo-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of the cluster because it makes a specific code-level typing fix rather than a general typing cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different scope and intent: 45415 is a broad type-checking pass across many files, while 45425 adds specific typing aliases/protocols for a smaller set of modeling/PEFT code paths. They could not plausibly be merged as one 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": 21, + "component_count": 36, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "e460a618364ecb6036f50470131347d96fff4203495211d089833fdf7d6d5c88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: they fix different cache-related bugs in different model families and code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster: PR #45513 fixes multi-token cached forward in Qwen3.5/GDN linear attention, while PR #46084 fixes use_cache with seq_len > 1 in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global representative for the cluster because they do not address the same underlying bug; if forced, #46084 is the more self-contained cache bug fix, but it should not be treated as a duplicate of #45513.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and different failure modes: #45513 targets Qwen3.5/Qwen3 Next cached multi-token linear attention, while #46084 targets Mamba2 use_cache behavior when seq_len > 1. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "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": "30c0254160dd1523e36daa045b9d649cb503dc9825095914f5a9f0490f56a352", + "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 touch expert-parallel loading, but they fix different bugs: #45548 targets EP + DeepSpeed ZeRO-3/accelerate launch serialization/loading, while #45662 targets EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They are related, but not the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduping here: #45548 and #45662 address distinct expert-parallel loading failures with different code paths and fixes.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the stronger representative of the cluster because it fixes a concrete corruption bug in the loading path and includes focused code changes across the loader and MoE/tensor-parallel integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: both are EP-related, but #45548 is about preserving distributed_config / has_ep for ZeRO-3 loading, whereas #45662 fixes expert parameters being overwritten during FSDP2-style loading. Different underlying bugs and 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": 23, + "component_count": 36, + "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": "32148594592ce970410e023f3ea4cdbab168e74215a88542e5b9a3bdb3e187f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging problem around `testing_utils.py`; PR 45645 is the more complete version because it adds the CI-side handling for multiple per-worker log files as well as the code fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR: it contains the core xdist-safe `captured_info` fix and also updates downstream CI/log collection to handle the new file layout.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall fix because it addresses both the underlying file-collision bug and the artifact aggregation path that would otherwise break log collection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe captured_info bug; 45645 appears to be a superset that can plausibly subsume 45639's code-path 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": 24, + "component_count": 36, + "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-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "dc88c468e9173e8335ff457d742f8c26c5bfe34340facb92bd584ae100d6c0e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4376, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4376, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are unrelated: one is a small AutoModel mapping/nit for glmasr/dia routing, while the other adds attn_implementation dispatch support for RecurrentGemma. They do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the RecurrentGemma dispatch change is the more substantial code-path fix, but it addresses a different subsystem than the AutoModel mapping nit.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46320 is the better representative of the cluster because it contains the larger, concrete implementation change; pull_request:45670 is a small registry tweak and not a duplicate of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different models and different fixes: AutoModel registry entries for glmasr/dia versus RecurrentGemma attention-dispatch support. They are not the same underlying bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "34b773fa6f6d7429cecd7fa5570cb0bfd691bde1caa68ee96dfb099cfacb4546", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests for different linter rules and different code paths, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR here: PR 45720 implements TRF003 changes around return_dict/can_return_tuple, while PR 46259 implements TRF018 changes to _init_weights across many models.", + "best_issue_reason": null, + "best_pr_reason": "If one must be chosen as the cluster representative, PR 45720 is the cleaner fit only because it is narrower and more internally cohesive; it is not a duplicate of PR 46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different fixes: one changes forward return handling, the other changes weight initialization. They do not target the same concrete bug or 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": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "56ef988fa91dcb31169f4594a613b90ccbd239f350fc368728b7a6c97281b764", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5200, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5200, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both open PRs with testing/infrastructure flavor, but they address different changes: one adds Grafana/OTel CI and model/config tweaks, while the other is a test migration with anti-slop workflow changes. They are not the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs target different code paths and would not plausibly be merged into one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because there is no real duplicate relationship here; if forced, 46100 is the more self-contained test-migration PR, but it is still unrelated to 45932.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different scope and intent: 45932 adds Grafana/OTel CI secrets and model/config edits, while 46100 changes anti-slop plus kernel/test migration files. Not the same bug/change and not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "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": "14d4686a1ad770327970bb278884027c0ea9a2d17295338a92d8c60ca61ecec3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed-branch base touching many unrelated areas (including FSDP CI and multiple distributed modules).", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No clear canonical PR: the overlap is only in shared distributed files, but the PRs target different concrete changes and would not plausibly merge into one patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are incidental; #46126 adds EP/Trainer integration for router/tensor-parallel paths, while #46269 is a broad distributed base refactor with CI and unrelated subsystem 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": 29, + "component_count": 36, + "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:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "a5e4602e615afb7d79b4fb1d2918aced8a088bd73ab31b0b44e8fc667b11d4b8", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25927, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs split into unrelated workflow-maintenance changes plus one small family of pr-ci-security-gate hardening edits. The non-security workflows are not duplicates, and the security-gate PRs are related but still look like separate incremental changes rather than the same concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR cluster is present; #46554 is the best representative because it makes the main security-gate behavior change, while the others are separate workflow tweaks or follow-up hardening.", + "best_issue_reason": null, + "best_pr_reason": "#46554 is the strongest standalone PR in the set: it adds the substantive security-gate logic, whereas the others are either unrelated workflow updates or smaller follow-up adjustments/comments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior: self-comment CI message plumbing vs PR security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different behavior; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows; unrelated CI comment handling vs security-gate workflow tweaks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes; comment-stdin handling is not the same as commit-message grep handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow areas; SSH runner hardening is unrelated to PR security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow areas and separate fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different updates; not the same bug/change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Distinct workflow files with unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Distinct workflow files and distinct changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated problems." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated updates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct updates." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow areas; benchmark scheduling vs security-gate hardening." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflows; build-image command handling is not the same fix as PR security-gate hardening." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows and different code paths." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Related security hardening, but one adds diff-based checks while the other changes permissions/approval flow; not the same concrete fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes gate logic; the other only adds explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different hardening steps: workflow-diff checks vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes permissions/approval gating; the other is comment-only." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-hardening actions: permissions/approval flow vs secrets exposure." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments-only documentation change is not the same as changing secrets handling." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow files and different fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow files and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "c9329db91db866250316396d8545ffdc114c15b30190550c427458df6b16dbc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about replacing file-based source inspection with safer source-reading APIs, but they fix different code paths in different modules and are not mergeable as one change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46152 changes import_utils.py source handling, while 46207 changes modeling_utils.py attention-implementation checks; they are related only at a high level.", + "best_issue_reason": null, + "best_pr_reason": "46207 is the stronger standalone PR because it targets a concrete behavior check, includes tests, and has a clearly scoped fix in modeling_utils.py.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "They share the general theme of avoiding file-open source reads, but they affect different functions and modules with different behaviors; this is not the same underlying bug or a single plausible merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "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-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "1e5934ade4298331303b1d372c79b23b46c94928cd100018a6f3f27942dc4e4d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5699, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5699, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate model-family PRs that both add SDPA dispatch support, but they target different architectures and code paths (T5 vs wav2vec2/audio models). They are similar in pattern, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46196 is the broader, more representative SDPA-dispatch rollout across multiple audio models and docs, so it better serves as the cluster anchor.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46196 is the strongest standalone representative because it spans the larger affected surface and captures the common SDPA dispatch change more comprehensively than the single-model T5 PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both add `attn_implementation=sdpa` support, but they modify different model families and files (`modeling_t5.py` vs wav2vec2/seamless/sew/hubert/etc.). They do not appear to fix the same concrete code-path problem and would not plausibly be one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "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-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "c7a695393480fdc58c6e6f973f820bc8fb46decb023b8507b19fc4e4ce5d82fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming; 46546 is the more complete version because it adds tests and covers an additional same-pattern fix in Gemma4.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical representative: it includes the Moonshine streaming boundary fix plus tests, and appears to be the broader, more complete implementation of the same bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best overall PR in the cluster because it is the more complete fix and includes validation, while still addressing the same concrete boundary error in Moonshine streaming.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary bug in Moonshine streaming; the fixes are compatible and could plausibly be combined 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": 34, + "component_count": 36, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "988767cbf3a81acd9a0db4c1449bbefcc73ec9b8da2c299dbcb9b669f9a0ba31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching in generation internals, while the other adds the HunYuan VL model package, docs, auto-mapping, and tests. They do not appear to be the same underlying bug or mergeable into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different features in different parts of the codebase and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global representative for the other; PR 46376 is a generation/runtime feature, while PR 46417 is a new model integration. There is no single best PR for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different scopes and code paths: continuous batching multimodal support versus HunYuan VL model/documentation integration. They are not the same concrete change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "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": "7ed740014c0a8bc25278b22b51f9ed4f56b1639a454d3ea9d220c76a41b93825", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open pull requests in the cluster address different tokenizer bugs in different model families: one fixes CodeLlama decode stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer class selection. They are not duplicates and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs fix unrelated tokenizer issues in different code paths and model families.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because there is no shared underlying change to consolidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and fixes: CodeLlama decode-space stripping vs. DeepSeek model-tokenizer-class routing. Different files, model targets, and code paths, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "b224ac24bf6c99712f2db9e7ab7b5e02479a7327e642513563966afbede0ccf8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct Mistral PRs: one refactors/moves the existing Mistral converter into a package, the other adds tekken tokenizer detection/conversion/save support. They overlap in files and subsystem but are not the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the stronger representative: it introduces the substantive new tokenizer detection/conversion/save behavior, whereas #46603 is mainly a code organization/refactor of the Mistral converter.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 best represents the cluster because it delivers the broader functional Mistral tokenizer change and is more likely to be the primary user-facing work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying changes: #46603 moves MistralConverter into the integrations package; #46604 adds tekken tokenizer detection and save/conversion utilities. Shared files/subsystem are not enough to treat these 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/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/manifest.json b/snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..030e5fb8102b9756791f1309f3524265caa660c2 --- /dev/null +++ b/snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260617t120115z", + "artifacts": { + "hybrid": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-17T12:12:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260617T120115Z", + "variant": "hybrid" +} diff --git a/snapshots/20260617T120115Z/manifest.json b/snapshots/20260617T120115Z/manifest.json index a67be40aa7704fb8bd305a7eeb84dbcd05e0f8c6..daa5c8131aba20fab23eab1b55552a91946c7a65 100644 --- a/snapshots/20260617T120115Z/manifest.json +++ b/snapshots/20260617T120115Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1714 }, "extracted_at": "2026-06-17T12:01:15Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260617t120115z", + "runs": { + "hybrid-model-20260617t120115z": { + "analysis_id": "hybrid-model-20260617t120115z", + "artifacts": { + "hybrid": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/manifest.json", + "model": null, + "published_at": "2026-06-17T12:12:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260617T120115Z", "watermark": {