diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index c8c6a033b68a3d2b28ec2fc89800527f444a3c1c..17c1eabde56cc5d95fe1f6845a9212ba83750d03 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": "20260624T060017Z", - "generated_at": "2026-06-24T06:06:44Z", + "snapshot_id": "20260624T120028Z", + "generated_at": "2026-06-24T12:11:37Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,39 @@ } ] }, + { + "cluster_id": "cluster-45987-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #46858.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 46858, + "canonical_pr_number": 46173, + "issue_numbers": [ + 45987, + 46858 + ], + "pr_numbers": [ + 46173, + 46863 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46173, + "right_pr_number": 46863, + "code_similarity": 0.073, + "size_similarity": 0.304, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.079, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1845,54 +1878,73 @@ ] }, { - "cluster_id": "cluster-43998-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46562-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43998, + "canonical_pr_number": 46562, "issue_numbers": [], "pr_numbers": [ - 43998, - 44002, - 44029 + 46562, + 46658 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43998, - "right_pr_number": 44002, - "code_similarity": 0.249, - "size_similarity": 1.0, - "file_overlap": 0.0, + "left_pr_number": 46562, + "right_pr_number": 46658, + "code_similarity": 0.138, + "size_similarity": 0.359, + "file_overlap": 0.024, "area_overlap": 0.0, - "patch_similarity": 0.328, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43998, - "right_pr_number": 44029, - "code_similarity": 0.125, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.259, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.396, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 441, + 447 + ], + [ + 591, + 598 + ], + [ + 823, + 829 + ], + [ + 883, + 889 + ], + [ + 1082, + 1088 + ], + [ + 1205, + 1211 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 795, + 801 + ] + ] + } + ] } ] }, @@ -2172,7 +2224,16 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-45987-4", + "canonical_issue_number": 46858, + "duplicate_issue_numbers": [ + 45987 + ], + "reason": "Issues in cluster-45987-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41211-3", @@ -2218,16 +2279,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-43998-3", - "canonical_pr_number": 43998, - "duplicate_pr_numbers": [ - 44002, - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43998-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2264,6 +2315,15 @@ "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-45987-4", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46863 + ], + "target_issue_number": 46858, + "reason": "PRs in cluster-45987-4 are treated as duplicates because they converge on issue #46858 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-46159-3", "canonical_pr_number": 46174, @@ -2281,13 +2341,22 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-41211-3", - "issue_number": 41211, - "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", - "score": 148.0 + "cluster_id": "cluster-45987-4", + "issue_number": 46858, + "reason": "Issue #46858 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 4 discussion comments plus 2 inbound references.", + "score": 150.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ecd23acd2835ef5cdef6515017a741155400d165..b71441ca19d4a7a75aeeb7bb1f5fbc678661c2ca 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260624T060017Z", - "generated_at": "2026-06-24T06:06:44Z", + "snapshot_id": "20260624T120028Z", + "generated_at": "2026-06-24T12:11:37Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:24643", "issue:30277", @@ -132,418 +132,292 @@ "issue:43039|issue:44805", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "cda94d2d1368e378fd9a816d1dd9a8e98f64ad9207502be9e606e064c9a1d205", + "prepared_review_unit_hash": "eef9fb19a84cdda326ce199a38505ed08e644599da73045c316068e80f53b57b", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46599, - "estimated_input_tokens": 11650, - "estimated_eval_tokens": 23556 + "serialized_chars": 46596, + "estimated_input_tokens": 11649, + "estimated_eval_tokens": 23554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated model/runtime/docs issues. Only a few soft edges look like true duplicates: the ZeRO-3/BERT index-out-of-bounds reports, the Qwen3.5 MoE rotary embedding/CPU-offload reports, and the torch 2.4.1 compatibility reports.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43638 is the best canonical issue because it is one of the clearest true duplicates in the cluster, matching 43596 on the same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure.", + "summary": "Mostly a heterogeneous cluster of unrelated issue reports. The only clear duplicate issue pair is the DeepSpeed ZeRO-3/BertModel index-error reports; there is also a separate torch/transformers compatibility duplicate pair. The rest are only loosely similar by subsystem or error class and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43638 is the broader, clearer duplicate target for the shared DeepSpeed ZeRO-3/BertModel index-0 error; it best represents that mini-cluster over the narrower 43596 report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43638 is the strongest representative of the only clear issue-duplicate family here; most other items are just superficial text similarity.", + "best_issue_reason": "issue:43638 is the most suitable issue to keep as canonical because it has the strongest duplicate signal in this set and captures the underlying ZeRO-3 Bert loading failure cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 bugs: missing config attribute vs streaming chat/completions failure." + "reason": "Different failures: missing config attribute vs streaming chat/completions API error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures: GPT-OSS AMD GPU error vs MPS histogram-not-implemented error." + "reason": "Different model/backend problems; only share a broad hardware-related theme." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model-specific runtime paths: Mistral dtype mismatch vs GPT-OSS AMD GPU issue." + "reason": "Different symptoms and code paths: image dtype mismatch vs AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is a different bug from the GPT-OSS AMD GPU failure." + "reason": "Both are dtype/backend issues, but they concern different models and concrete failures." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes: GPT-OSS AMD GPU issue vs Nemotron example breakage." + "reason": "Unrelated model/example failures; no shared bug path." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different concrete bugs; only broad MoE/GPU similarity." + "reason": "Different MoE/runtime issues with no evidence of the same underlying bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export bug vs Qwen3MoE FP8 failure; different code paths." + "reason": "ONNX export error and FP8 config failure are different issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export issue vs cuda assert during device mapping are not the same bug." + "reason": "Different model/runtime paths: ONNX export vs auto device mapping assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG docs; different issues." + "reason": "Task crash vs documentation/example cleanup; not the same bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different stale references/pages." + "reason": "Both are docs cleanup, but they reference different removed items and are separate changes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export failure vs GenerationMixin import error; different problems." + "reason": "ONNX export issue is unrelated to GenerationMixin import breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL embedding unpacking bug vs training-resume/trust_remote_code issue are unrelated." + "reason": "TRL SFT embedding unpacking failure is unrelated to resuming local-model training with remote code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch vs device_map auto device mismatch are different failures." + "reason": "Mask/tensor shape mismatch is different from Gemma4 device-map mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-style reports, but the model/setup and root cause differ." + "reason": "Different runtime errors and different affected code paths." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 BERT loading bug vs resume/trust_remote_code issue are unrelated." + "reason": "ZeRO-3 Bert index error is unrelated to resume-training/remote-code handling." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same surface error class, but different failure paths and models." + "reason": "Same general training stack, but the concrete errors are different." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch vs video template/token mismatch are different bugs." + "reason": "Mask indexing error is unrelated to Qwen3.5 video chat-template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different issues: indexing/mask shape bug vs only-TP-not-working MoE bug." + "reason": "Different models and failures; no shared underlying bug." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training resume with remote code vs broken Nemotron example; unrelated." + "reason": "Resume-training remote-code issue is unrelated to the Nemotron example bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat template mismatch vs model-training resume issue are unrelated." + "reason": "Video StopIteration in Qwen3-vl is unrelated to remote-code resume training." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different failures with only superficial mention of loading/training." + "reason": "Different bug class and code path." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug vs ONNX export bug are unrelated." + "reason": "Processor voice_preset issue is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the collective mismatch and ZeRO-3 BERT index error are different root causes." + "reason": "Both involve DeepSpeed, but collective mismatch and ZeRO-3 index error are different concrete failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds loading bug." + "reason": "Same DeepSpeed ZeRO-3/Bert index-0 failure; 43638 is the broader duplicate target." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross_entropy call vs GPT-OSS TP routing issue are different code-path problems." + "reason": "Liger cross_entropy call and GPT-OSS TP failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression vs LoRA merge/save mismatch are unrelated." + "reason": "Detokenization regression and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error vs LoRA merge/save mismatch are different bugs." + "reason": "NVFP4 runtime error is unrelated to LoRA weight merge/load mismatch." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure vs remote-code model_class/config_class error are unrelated." + "reason": "Processor failure and remote-code config_class attribute error are different bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the underlying errors are different." + "reason": "Both mention DeepSpeed, but the weight-dimension error is not the same as a collective mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recomputation bug vs mask shape mismatch are different issues." + "reason": "FSDP checkpointing recomputation mismatch differs from the mask-shape indexing error." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding / CPU-offload materialization bug." + "accept": false, + "reason": "Same class, but CPU-offload incompatibility and meta/to_empty uninitialized-memory behavior are different concrete failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT loading bug vs GPT-OSS TP issue are unrelated." + "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Checkpointing/FSDP mismatch vs CustomTrainer compute_loss signature change are different problems." + "reason": "Activation checkpointing/FSDP issue is unrelated to CustomTrainer signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes." + "reason": "Different models, different runtime paths, no shared bug." }, { "left": "issue:43716", - "right": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Mistral dtype mismatch vs GraniteMoEHybrid invalid method are unrelated." + "reason": "Mistral-3 image dtype mismatch is unrelated to the Nemotron example bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend errors; only a broad hardware theme is shared." }, { "left": "issue:44292", - "right": "issue:45237", + "right": "issue:44918", "accept": false, - "reason": "Different model/runtime failures with only broad Qwen/GPT-OSS similarity." + "reason": "Different Qwen/TRL failures with different symptoms and triggers." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Reverse-embedding lookup issue vs video token/template mismatch are different bugs." + "reason": "Gemma4 reverse-embedding lookup and Qwen video token mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config attribute error vs Mistral regex patch crash are unrelated." + "reason": "Gemma3 vLLM config error and Mistral regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch vs expensive reverse embedding lookup are different issues." + "reason": "Both are Gemma4-related, but device mismatch and expensive reverse lookup are different code paths." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 compatibility regression family." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch 2.10 incompatibility vs Qwen-3 NVFP4 runtime error are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "Checkpointing/FSDP bug vs cuda assert on Qwen3 device mapping are different failures." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch vs GPT-OSS TP routing issue are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing error vs multimodal dtype mismatch are different code paths." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Autocast dtype mismatch vs NVFP4 runtime error are not the same bug." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Mistral dtype mismatch vs Nemotron example breakage are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Dtype mismatch on Mistral vs MPS int histogram error are different issues." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen NVFP4 runtime error vs TRL SFT embedding unpacking bug are unrelated." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method vs MPS histogram-not-implemented are different bugs." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model-specific runtime errors." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL trainer embedding issue vs GPT-OSS TP issue are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross-entropy bug vs TRL SFT embedding unpacking bug are different." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model/setup and failure point differ." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs regressions from v5 removals, but they touch different removed topics." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram int error are unrelated." - }, - { - "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "TRL SFT issue vs MPS histogram error are different bugs." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Liger cross_entropy call vs autocast dtype mismatch are unrelated." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "Distributed collectives mismatch vs CustomTrainer API break are different issues." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation-checkpointing/FSDP bug vs GenerationMixin import error are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPT-OSS AMD GPU runtime issue vs outdated RAG docs are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Liger cross_entropy bug vs mask shape mismatch are different problems." - }, - { - "left": "issue:45800", - "right": "issue:46304", - "accept": false, - "reason": "Both are compatibility regressions, but they involve different releases and failure modes." + "reason": "Same torch 2.4.1 incompatibility issue; 46515 is just a broader phrasing of the same compatibility problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted duplicate edges are plausible from the issue titles/body themes: 43596/43638, 45859/45902, and 45800/46515. The many rejections also read conservative rather than overstated. Minor caution: 45800/46515 is the least certain of the accepted pairs, so phrase it as a likely duplicate family rather than a proven one if you restate the result." + "feedback": "The assessment is well grounded in the packet and stays conservative. The two accepted soft pairs are clearly duplicative by title, and the rejected pairs are mostly different bugs or only loosely related by subsystem. The canonical issue choice for the ZeRO-3/Bert index-0 pair is also reasonable." }, "evaluator_used": true, "retried": false, @@ -559,10 +433,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:36010", "issue:39290", @@ -621,8 +495,8 @@ "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:43866|issue:46772", "issue:44863|issue:46015", @@ -654,268 +528,280 @@ "issue:45800|issue:45823", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "35a6cbfd36ff399ba0054a3da8a21150adf4548a777ba1b128a2e99934c04031", + "prepared_review_unit_hash": "d147bffeadf990325a022d112b60a06e5745f8247f6e9e44a2d3cc25c9ed090c", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38901, - "estimated_input_tokens": 9726, - "estimated_eval_tokens": 19708 + "serialized_chars": 38900, + "estimated_input_tokens": 9725, + "estimated_eval_tokens": 19706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; nearly all soft edges are false positives. The only clear duplicate-like pair is the AutoTokenizer v5 token-ID regression between 45812 and 45920.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45920 is the strongest representative: it describes a broad v5 AutoTokenizer regression across multiple model families, and it directly subsumes the narrower Granite-only report in 45812.", + "summary": "This cluster is mostly heterogeneous Transformers bug reports, not a duplicate set. The clearest true duplicate is the v5 AutoTokenizer wrong-token-IDs regression pair, and a second likely duplicate pair is the DeepSpeed ZeRO-3 index-0 failure. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest, most general statement of the shared AutoTokenizer v5 regression, and it subsumes the narrower Granite-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best global issue candidate because it captures the widest impact, has inbound references, and matches the only strong duplicate pair in the set.", + "best_issue_reason": "issue:45920 best represents the duplicate-worthy tokenizer regression because it describes the bug across multiple model families and is the most umbrella-style report here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs. NemotronH text-encoder weight loading." + "reason": "Corrupted checkpoint vs. missing loaded weights are different failure modes and different model paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Both are load/runtime regressions, but one is a PaddleOCR-VL/vLLM loading failure and the other is a USE_DISTRIBUTED=0 compatibility break." + "reason": "PaddleOCR-VL load failure and USE_DISTRIBUTED=0 support regression are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3, but the model targets and error contexts differ enough to look like separate bugs." + "accept": true, + "reason": "Both report the same DeepSpeed ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure during model initialization/loading." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attr error with vLLM and Qwen3 auto-device-map cuda assert are unrelated concrete failures." + "reason": "Missing `sliding_window_pattern` in Gemma3 config and Qwen3 auto-device-map cuda asserts are different bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "These are both documentation issues, but they refer to different docs and different outdated text." + "reason": "Both are docs issues, but they concern different docs and different regressions." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 compatibility issue." + "reason": "Float8 storage lookup and USE_DISTRIBUTED=0 support are unrelated runtime/environment problems." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: AMD GPU model support vs. table-question-answering crash." + "reason": "AMD GPU support for GPT-OSS and a table-question-answering crash are not the same bug." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are different code paths." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "One is a device-map forward mismatch; the other is a video/chat-template feature-token mismatch." + "reason": "Detokenization regression and outdated RAG examples are different issues." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "Detokenization regression and outdated RAG examples are unrelated issues." + "reason": "Device-mapping mismatch in Gemma4 and Qwen3.5 video-token/template mismatch are separate problems." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-mismatch are separate model-specific bugs." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different code paths." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma NVFP4 compatibility are not the same problem." + "reason": "Corrupted checkpoint and ModelOpt/NVFP4 compatibility are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to RAG documentation drift." + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Broad remote_code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different classes of bug." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying bug: a v5 AutoTokenizer regression producing wrong token IDs across model families; 45920 is the broader report." + "reason": "Same tokenizer regression: both report wrong token IDs in v5 across multiple models, with 45920 being the broader umbrella report." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed-build regression." + "reason": "bitsandbytes constructor incompatibility and USE_DISTRIBUTED=0 support are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH loading failure are different model-specific issues." + "reason": "A corrupted checkpoint is not the same as a loader bug for NemotronH checkpoints." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to outdated RAG examples." + "reason": "Qwen-3-8B-NVFP4 runtime error and outdated RAG examples are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window-related behavior, but the models and concrete failures differ." + "reason": "Both mention sliding-window, but they involve different models and different failure modes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors under different Bert/ZeRO-3 scenarios, but the symptoms and contexts are not clearly the same bug." + "reason": "Both are ZeRO-3-related index errors, but the symptoms and contexts differ enough that the underlying bug is not clearly the same." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper loading/can't-run and table-question-answering crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Ovis2 checkpoint corruption are different issues." + "reason": "Unit-test load failure for GLM-4.7-Flash and corrupted Ovis2 checkpoint are different issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate compatibility breaks." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table-question-answering crash do not share the same bug." + "reason": "Detokenization regression and table QA crash are different bugs." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper cannot-run issue is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Whisper loading failure and pydantic model breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention compatibility, but one is a ZeRO-3/Bert index error and the other is a Torch/transformers version mismatch." + "reason": "ZeRO-3 index error and Torch 2.4.1/Transformers 5.8.0 incompatibility are different problems." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat-related failures, but one is a crash and the other is a streaming inference API failure." + "reason": "Both involve Qwen3.5 and chat, but one is a crash and the other is a streaming API failure; too little evidence of one root cause." }, { - "left": "issue:45685", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", "accept": false, - "reason": "MoE histogram_mps on MPS and USE_DISTRIBUTED=0 compatibility are unrelated." + "reason": "Different models and different device/config issues; not the same bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram integer error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure and Gemma3 sliding_window_pattern error are distinct import/config regressions." + "reason": "Importing GenerationMixin and Gemma3 config sliding-window errors are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Both are MoE/runtime problems, but Mixtral grouped_mm tracing and MPS histogram support are different code paths." + "reason": "Grouped-mm tracing failure and MPS histogram error are different MoE problems." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." + "reason": "Both are MoE-related, but one is grouped_mm tracing and the other is an autocast dtype mismatch; not clearly the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-node compilation error are unrelated." + "reason": "Processor failure and non-template-node compile error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are different model issues." + "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 loading failure for Gemma3." + "reason": "Both are index errors, but they occur in different contexts and don't clearly share a single root cause." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn2 fallback logic and remote-code config_class handling are different failures." + "reason": "Flash-attn fallback logic and remote-code model_class config_class errors are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and PretrainedConfig pydantic regression are not the same bug." + "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic regression are different bugs." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are separate issues." + "reason": "Torch/Transformers compatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-support requests/failures." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different feature areas and failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate-like pair, 45812 \u2194 45920, is supported by the titles and inbound-reference pattern, and the broader/narrower relationship is reasonable. No mergeability issues apply here since this is an issue-clustering task, not a PR pair." + "feedback": "Grounded in the packet and appropriately conservative. The tokenizer regression choice (45920 over 45812) is supported by the titles, the ZeRO-3 pair is the only plausible duplicate-style match, and the remaining soft-edge rejections are cautious rather than overstated. No PR pairs are present." }, "evaluator_used": true, "retried": false, @@ -931,10 +817,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:39186", "issue:40990", @@ -995,8 +881,8 @@ "issue:43531|issue:45070", "issue:43541|issue:44589", "issue:43716|issue:46294", - "issue:45020|issue:45800", "issue:41093|issue:43596", + "issue:45020|issue:45800", "issue:43054|issue:43994", "issue:44479|issue:46294", "issue:45759|issue:45902", @@ -1019,236 +905,227 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "dc342e8c5b651a60f8b77682183feafc93e0952d0f2653ed090490dc97841db5", + "prepared_review_unit_hash": "da2cf93975afa78c8f24634cb2dee8f2c2e5d1f521b1fb0cda15823eb5714e0d", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37147, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous bug reports; only a few pairs look like true duplicates: Siglip2 bad-output reports, Qwen video token/feature mismatch, remote-code custom-module resolution, and shared input-validation error-message bugs.", - "confidence": 0.74, - "canonical_issue_reason": "Issue #45005 is the broadest hub-like report in the set and the strongest single anchor for triage around v5 weight-tying regressions.", + "summary": "No true duplicate cluster emerges here: the soft pairs span many unrelated bug classes (quantization/offloading, tokenizer regressions, multimodal/video handling, config/loading errors, and docs). I would not merge any soft edge.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, and the few remotely related items (mostly custom/remote-code loading reports) are still distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45183 is the most generally framed, actionable bug report: a model-agnostic validation logic problem that cleanly explains its narrower T5-specific counterpart.", + "best_issue_reason": "issue:45020 is the broadest representative of the remote_code/custom-model subset, but it is not a true duplicate umbrella for the full cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention v5 regressions, but one is int4/OOM behavior and the other is tied weights in translation models; different failures and likely different fixes." + "reason": "Different bugs: int4 quantization/OOM vs tied-weights handling in translation models." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape-related errors, but the first is a generic mask/index mismatch while the second is a TRL SFT trainer unpacking failure on Qwen3.5 embeddings." + "reason": "Same broad error shape, but different paths: mask/index shape mismatch vs TRL SFT embedding unpacking." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different models and code paths: grouped_mm tracing failure in Mixtral versus tensor-parallel behavior in GPT-OSS MoE." + "reason": "Different model and failure mode: torch.compile/grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to a Qwen3.5 chat/completions streaming failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and streaming API failure are different problems, even if both involve gpt-oss/Qwen-family work." + "reason": "GGUF architecture support request vs a concrete Qwen3.5 inference regression; not the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is an init_empty_weights signature regression, the other is a PretrainedConfig/pydantic field breakage; not the same bug." + "reason": "init_empty_weights/_is_hf_initialized constructor breakage is unrelated to the Pydantic PretrainedConfig field issue." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is a different code path from the PretrainedConfig field regression." + "reason": "Qwen3-MoE sliding_window bug and v5.4.0 pydantic config breakage are different problems." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing and missing Float8 storage are unrelated failures." + "reason": "torch dynamo grouped_mm failure is unrelated to the Float8 storage lookup error." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch is a different multimodal issue from Qwen3.5 video token/feature count mismatch." + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video token/feature count mismatch." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Remote-code model breakage and torch-version incompatibility are too broad and point to different root causes." + "reason": "Both are IndexError-shaped, but one is mask/tensor length mismatch and the other is DeepSpeed ZeRO-3 empty-state init on BertModel." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Both are IndexErrors, but the mask-shape mismatch and the DeepSpeed ZeRO-3 zero-size index error are distinct." + "reason": "remote_code model loading regressions are not the same as a torch/transformers version incompatibility." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report incorrect/nonsensical Siglip2 outputs in downstream use; this looks like the same underlying Siglip2 implementation issue." + "accept": false, + "reason": "Both involve SigLIP2, but one is degraded text embeddings while the other is a broader nonsensical output report; root cause is not established as identical." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen3.5/Qwen video-input regression where video features and video tokens do not line up." + "accept": false, + "reason": "Related video domain, but 44479 is a broad regression across several Qwen video models and 46294 is a specific apply_chat_template mismatch case." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary embedding state are different multimodal/model-init bugs." + "reason": "Different composite-model bugs: text_config unwrapping in from_config vs uninitialized inv_freq after to_empty(cuda)." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issues and a remote-code config_class AttributeError are unrelated." + "reason": "Flash-Attention 2 issue vs remote-code model_class/config_class AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "The first is an image dtype mismatch; the second is a TRL SFT trainer embedding unpacking failure." + "reason": "Image preprocessor dtype mismatch and SFT trainer embedding unpacking are different code paths." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight handling and Qwen3.5 SFT mask mismatch are different failure modes." + "reason": "FSDP 2-D weight requirement is unrelated to Qwen3.5 embedding unpacking with TRL." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and a GLM5 issue do not appear to share the same code path." + "reason": "High perplexity on gpt-oss and GLM5 are different model-quality reports, not the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model initialization in Jupyter is unrelated to the flash-attn2 fallback gating problem." + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to trust_remote_code/custom-module resolution caching causing the wrong module to be reused or loaded." + "accept": false, + "reason": "Both involve remote-code/custom modules, but one is cache-path collision and the other is wrong module loaded after save_pretrained." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the affected models and symptoms are different enough that this is not clearly one bug." + "reason": "Untied lm_head in Mistral3 and translation-model tied-weights issues are distinct model families and failure modes." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config loading and flash-attn2 fallback blocking are unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3MoE is unrelated to flash-attn2 fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crashes are not the same as tied-weight regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different issue from tied-weight handling." - }, - { - "left": "issue:44360", - "right": "issue:44512", - "accept": false, - "reason": "A DSA indexer/ReLU discussion and a docs typo are unrelated." + "reason": "Quantization/offloading memory behavior is not the same as tied-weight translation-model bugs." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied weights in translation models are different problems." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is just documentation-level noise, not the removed run-command issue." + "reason": "A documentation typo and a removed run command in docs are different doc issues, not the same change." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both are the same validation/XOR logic bug producing wrong error messages; 46463 is the T5-specific instance of the broader issue." + "accept": false, + "reason": "They both mention input-validation messaging, but T5 decoder-input error messaging and the generic input_ids/inputs_embeds XOR bug are not the same concrete fix." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different failures." + "reason": "TRL SFT 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 different round-trip behaviors." + "reason": "Different tokenizers and symptoms: DeepSeek-Coder v1 detokenization regression vs CodeLlama leading-space round-trip bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + "reason": "DeepSeek-Coder v5 detokenization and NVFP4 runtime errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls do not share the same underlying bug." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to GraniteMoEHybrid invalid-method behavior." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are stated conservatively enough. The broad/narrow relationships for 45183\u219446463 and the duplicate-like video, Siglip2, and remote-code pairs are all supported by the titles and descriptions. No pair appears overclaimed into an obvious non-duplicate." - }, - "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 }, @@ -1260,10 +1137,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:24643", "issue:28530", @@ -1272,7 +1149,6 @@ "issue:39692", "issue:41553", "issue:41762", - "issue:42491", "issue:42915", "issue:42947", "issue:43054", @@ -1288,7 +1164,6 @@ "issue:43883", "issue:43950", "issue:43975", - "issue:44368", "issue:44387", "issue:44403", "issue:44451", @@ -1302,7 +1177,6 @@ "issue:44991", "issue:45020", "issue:45081", - "issue:45356", "issue:45399", "issue:45520", "issue:45663", @@ -1312,7 +1186,9 @@ "issue:45859", "issue:45902", "issue:45920", - "issue:46489" + "issue:45987", + "issue:46489", + "issue:46858" ], "soft_pairs": [ "issue:43950|issue:44534", @@ -1321,13 +1197,14 @@ "issue:36331|issue:41762", "issue:43872|issue:44589", "issue:43828|issue:44928", + "issue:45987|issue:46858", "issue:45920|issue:46489", "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:43950|issue:45902", "issue:41553|issue:43883", - "issue:44910|issue:45859", "issue:43054|issue:43493", + "issue:44910|issue:45859", "issue:42947|issue:44387", "issue:45663|issue:45902", "issue:41553|issue:43881", @@ -1346,248 +1223,240 @@ "issue:45020|issue:45823", "issue:45081|issue:45399", "issue:44661|issue:45020", - "issue:43828|issue:45823", - "issue:42491|issue:44368", - "issue:45020|issue:45356" + "issue:43828|issue:45823" ], - "prepared_review_unit_hash": "2cdd92900ce9c63f64212e87d6c7a5a46b9e5cadeeda6543a0ba61f323ec8fe5", + "prepared_review_unit_hash": "94f22f171c54378e33cd52390aa6d6286ec26ea3e5172eab92ac43bfeac5d527", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38205, - "estimated_input_tokens": 9552, - "estimated_eval_tokens": 19360 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose similarity cluster around Transformers regressions, but the only clear duplicate set is the non-persistent buffer corruption/junk issue. Most other pairs are broad subsystem overlaps or model-family similarity without the same concrete bug.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43950 is the clearest, most specific report of the non-persistent-buffer regression in Transformers 5.x and best captures the underlying bug that the close variants describe.", + "summary": "There are three clear duplicate subclusters: non-persistent buffer corruption in transformers 5.x, static-cache seq-length returning the wrong type/device, and a tokenizer-output regression across multiple models. Most other soft pairs are only loosely related by subsystem and are not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the broadest and most direct report of the non-persistent-buffer regression; it cleanly subsumes the 'junk' and 'uninitialized memory' variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue: it names the regression directly, is concrete about the failure mode, and matches the accepted duplicate variants most closely.", + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it states the root regression clearly and has the best duplicate coverage among the accepted pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: non-persistent buffers being filled/corrupted with junk in Transformers 5.x." + "reason": "Same bug: transformers v5 corrupts non-persistent buffers during load/from_pretrained." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a model quality complaint." + "reason": "Both involve SigLIP2, but one is a doc/example mismatch and quantization failure while the other is a model-quality/embedding complaint." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same bug: from_pretrained mishandles non-persistent buffers and can corrupt them with junk values." + "reason": "Same regression: non-persistent buffers are filled/corrupted on load in transformers 5.x." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: custom trainer loss signature vs Gemma3 loading under DeepSpeed ZeRO-3." + "reason": "Different failures: custom trainer loss signature vs Gemma3 + DeepSpeed ZeRO-3 loading error." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities with different error paths." + "reason": "Different quantization/storage compatibility problems with no clear shared code-path." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model/runtime issues: autocast dtype mismatch vs Qwen3.5 3D position_ids/SDPA gradient instability." + "reason": "One is an autocast dtype mismatch; the other is a 3D position_ids / SDPA fallback gradient issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same seq-length contract bug; 46858 is the backend-specific manifestation of get_seq_length returning a tensor." }, { "left": "issue:45920", "right": "issue:46489", - "accept": false, - "reason": "Related tokenizer regression space, but not the same concrete bug; 46489 is a specific DeepSeek-Coder v1 gap while 45920 is a broader multi-model token-id regression." + "accept": true, + "reason": "Both describe transformers v5+ tokenizer output regressions; 46489 is a model-specific gap in the broader AutoTokenizer issue." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding-quality complaint, the other is a tokenizer-version behavior change; no clear same bug path." + "reason": "SigLIP2 embedding quality complaint vs a generic tokenization change regression." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2 output quality, but the symptoms differ too much to treat as the same bug." + "reason": "Both are SigLIP2-related, but the symptoms differ enough that they do not clearly share the same underlying bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same root regression class: non-persistent buffer materialization/initialization ends up with uninitialized junk values." + "reason": "Same underlying non-persistent-buffer corruption/uninitialized-memory issue after materialization." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different model-loading problems with unrelated code paths." + "reason": "Unrelated: bad AutoTokenizer error message for Voxtral vs missing attribute on MolmoForCausalLM." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Different Qwen3-related issues: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." + "reason": "Related model family, but this is a quality complaint vs an explicit HF/JAX implementation discrepancy." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Both are about SigLIP2, but one reports worse embeddings and the other claims HF/JAX discrepancy; insufficiently concrete to merge as duplicates." + "reason": "Different code paths: FlashAttention crash on Qwen3.5 vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training/memory issues: ineffective gradient checkpointing vs int4 quantization OOM." + "reason": "Both are training/memory topics, but LoRA gradient checkpointing and int4 OOM are separate issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model internals and failure modes: Gemma-4 FSDP2 KeyError vs uninitialized rotary-buffer memory." + "reason": "Gemma4 FSDP2 key error is unrelated to the non-persistent buffer materialization bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading errors for different models." + "reason": "Different models and failures: Voxtral tokenizer error message vs glm-4v-9b load failure." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load/noise issue vs a specific model loading failure; not the same bug." + "reason": "Generic loading noise vs a concrete model load failure; not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different areas entirely: tokenizer detokenization vs flash_attn import on Python 3.13." + "reason": "Tokenizer detokenization bug is unrelated to the flash_attn import error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both involve loading, but one is about noisy logs and the other is a concrete model load failure." + "reason": "Both concern loading, but one is noise/UX and the other is a specific model load failure." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training error with DeepSpeed vs early-stopping metric lookup failure; unrelated." + "reason": "Training DeepSpeed weight shape error vs early-stopping metric selection; unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different memory-related but distinct issues: LoRA checkpointing vs Qwen3 MoE training memory inefficiency." + "reason": "Both mention training efficiency, but the underlying problems are different (checkpointing vs MoE memory usage)." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both mention remote code, but one is missing fields in AutoConfig output and the other is a broader breakage claim; not enough evidence they are the same bug." + "reason": "Both involve remote code, but one is missing fields in AutoConfig output while the other is a broader breakage report." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/config loading failures under different parallelism/quantization setups." + "reason": "Different model/configuration failures with no shared bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated code paths." + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import/export of a model class vs bitsandbytes Int8Params constructor mismatch." + "reason": "Importing a missing model class and a bitsandbytes Int8Params signature issue are unrelated." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-specific loading errors." + "reason": "Different model load failures: glm-4v-9b vs Molmo tied-weights attribute." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Qwen3VL weight_only error vs GLM5 generic issue; no clear shared bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram limitation vs Gemma4 device placement mismatch." + "reason": "MPS histogram support error vs Gemma4 device-map mismatch are separate issues." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote-code regression vs Gemma4 device_map issue; not the same underlying bug." + "reason": "Remote-code regression and Gemma4 device placement error are unrelated." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated." + "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback blocking are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case vs broad remote-code regression; no concrete shared bug." + "reason": "Tokenizer mapping edge case vs broad remote-code regression; not the same concrete bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime problems and model paths." - }, - { - "left": "issue:42491", - "right": "issue:44368", - "accept": false, - "reason": "LoRA model compatibility regression vs a tie-word-embeddings warning during fine-tuning; not the same issue." - }, - { - "left": "issue:44991", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failure mechanisms." + "reason": "Autocast dtype mismatch on Phi MoE vs Gemma4 device mismatch are distinct failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only potential duplicate cluster it elevates is the non-persistent-buffer/junk regression, which is well supported by the titles. The other accepted/denied soft-edge calls are framed cautiously and do not overclaim duplication." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three cited clusters are supported by the titles: non-persistent buffer corruption/materialization regressions, StaticCache.get_seq_length contract/type regressions, and the tokenizer-output regression across multiple models. The accepted soft pairs are also generally well-justified from the issue titles, with only a mildly broader inference in linking issue:45902 to the non-persistent-buffer cluster, but still within the same regression family." }, "evaluator_used": true, "retried": false, @@ -1603,16 +1472,17 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:24643", "issue:30064", "issue:36331", "issue:41093", "issue:41553", + "issue:42491", "issue:42915", "issue:42947", "issue:43257", @@ -1620,7 +1490,6 @@ "issue:43404", "issue:43531", "issue:43596", - "issue:43638", "issue:43792", "issue:43827", "issue:43828", @@ -1630,6 +1499,7 @@ "issue:43950", "issue:44220", "issue:44291", + "issue:44368", "issue:44479", "issue:44488", "issue:44509", @@ -1643,12 +1513,11 @@ "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", @@ -1658,9 +1527,11 @@ "issue:46661" ], "soft_pairs": [ + "issue:42491|issue:44368", + "issue:45020|issue:45356", "issue:45715|issue:46315", - "issue:45488|issue:46489", "issue:43827|issue:44509", + "issue:45488|issue:46489", "issue:45759|issue:46661", "issue:43872|issue:44291", "issue:42915|issue:43872", @@ -1683,212 +1554,210 @@ "issue:43366|issue:43828", "issue:43596|issue:46515", "issue:43366|issue:43531", - "issue:45325|issue:45902", - "issue:43638|issue:46515", - "issue:45663|issue:45823" + "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "c391a1e64e4205143690fb93321ecf218f1b12c1cf57931d74a1427cdca52395", + "prepared_review_unit_hash": "89c8119ae0c74efdbb6d4aa88e53dfaf3dd7b1b3be78a40458ef809d6c7b695a", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36634, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36693, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and does not have one clear canonical artifact overall. A few soft pairs are genuine duplicates (docs pipeline removals, the bitsandbytes/_is_hf_initialized constructor bug, and the Whisper fbank issue), but most pairs are related only at a broad subsystem level and should remain separate.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into several unrelated bug families (tokenizers, DeepSpeed, multimodal, docs, Whisper, etc.). If a subcluster must be prioritized, the clearest duplicate pair is the bitsandbytes/_is_hf_initialized incompatibility (43872/44291).", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "Issue 43872 is the best standalone representative among the accepted duplicates because it states a concrete, reproducible compatibility failure with a precise error and root cause, making it the cleanest canonical for its subcluster.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "Mostly heterogeneous issue set; only a few pairs look like true duplicates around docs cleanup, Qwen3 ZeRO-3 weight loading, and generic mask-shape IndexErrors. Most other soft matches share a subsystem or model family but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "No single perfect canonical issue for the whole set, but issue 43940 is the strongest anchor: it is a concrete, actionable Qwen3-Next ZeRO-3 weight-loading regression and has a clear near-duplicate in 45313.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43940 is the best overall triage anchor because it states a specific failure mode, is reproducible, and maps cleanly to a near-duplicate loader bug rather than a broad or noisy report.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45715", - "right": "issue:46315", - "accept": false, - "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different code paths and not the same concrete bug." + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/MoE and LoRA, but one is a hf4.x\u2192hf5.x compatibility break and the other is a warning about tie_word_embeddings; not the same bug." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are v5 regressions, but one is a broad remote_code breakage and the other is a Kimi-K2.5 tokenizer codec issue; different concrete failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizer regressions in v5, but they target different model families and describe different failure modes; too broad to merge as one bug." + "reason": "Both are tokenizer performance regressions, but they hit different APIs and different hot spots; not the same root cause." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs regression: removed pipeline tasks are still referenced after the v5 pipeline removals." + "reason": "Same docs regression: v5 removed pipeline tasks, and both issues point to stale docs still referencing those removed summarization/translation pipeline entries." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenization regressions, but the affected models and described failure modes differ; not clearly one fixable bug." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both are model-loading issues, but one is a composite config unwrap problem and the other is a remote-code config_class AttributeError; different concrete failures." + "reason": "Different code paths: one is AutoModel.from_config on composite multimodal configs, the other is from_pretrained on remote-code models missing config_class." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same underlying constructor/signature incompatibility around `_is_hf_initialized` being passed where bitsandbytes/empty-init loading does not accept it." + "accept": false, + "reason": "Same unexpected _is_hf_initialized keyword appears, but one is bitsandbytes Int8Params and the other is init_empty_weights loading; too different to treat as duplicates." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different bugs: one is Qwen3Moe with FineGrainedFP8Config, the other is a bitsandbytes initialization incompatibility." + "reason": "Different model/config failures: Qwen3 MoE FP8 config versus bitsandbytes init kwarg incompatibility." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a missing weight tying bug in a specific model class; the other is a broad from_pretrained regression on non-persistent buffers." + "reason": "One is an lm_head tying bug; the other is non-persistent buffer corruption in from_pretrained. Different underlying issues." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "45020 is a broad umbrella report about remote_code breakage; 46661 is a specific config_class AttributeError. Related area, but not the same underlying issue." + "reason": "Both concern remote-code/loading regressions, but one is a tokenizer/model breakage umbrella issue and the other is a specific config_class AttributeError." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Likely the same Whisper feature-extraction failure path: one says Whisper-large-v2 cannot run, the other points to `_torch_extract_fbank_features()`." + "accept": false, + "reason": "Whisper runtime failure and _torch_extract_fbank_features are related only loosely; not enough to conclude the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different models and appear to stem from different regressions." + "reason": "Different models and different failure types: one is a bad error message, the other is a tokenizer load failure." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed, but one is about weight conversion/loading and the other about gradient averaging with GAS; different bugs." + "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion and the other is wrong GAS gradient averaging." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "These are separate training-time errors with different symptoms and likely different causes." + "reason": "Unrelated failures: a Trainer compute_loss signature change versus a tensor mask shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing supports_gradient_checkpointing flag on a remote-code variant." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing capability flag on a remote-code model." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but they refer to different models and different failure points." + "reason": "Different models and different loading problems; no shared root cause evident." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are Qwen/DeepSpeed weight-loading issues, but one is Qwen3-Next ZeRO-3 all params missing and the other is Qwen3.5 language_model load failure; not the same bug." + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3 weight-loading bug for Qwen3-family models; both report missing parameters during load." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Same broad tokenizer-loading area, but different models and different likely root causes." + "reason": "Unrelated model loading complaints: Voxtral error handling versus sleng-bert tokenizer loading." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different runtime paths: RLHF gradient explosion from position_ids/SDPA behavior versus a flash_attention integration AttributeError on `s_aux=None`." + "reason": "Different code paths: RLHF gradient explosion from position_ids/SDPA behavior versus flash_attention crashing on sink-less models." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Both are shape-mismatch IndexErrors, but the reported tensor shapes and contexts differ; not enough evidence they are the same bug." + "accept": true, + "reason": "Same generic mask/index shape-mismatch IndexError pattern; these look like duplicate reports of the same indexing bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video regressions, but one is a general v5.3.0 video input regression and the other is a StopIteration in Qwen3-vl-embedding; too different to merge." + "reason": "Both are video-related Qwen regressions, but one is a broad input regression and the other is a StopIteration in a specific embedding model." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight-shape error versus image segmentation map processing." + "reason": "Training with DeepSpeed weight shape error and void segmentation-map preprocessing are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model families and different failure modes; only a loose connection to attention/cache issues." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are checkpoint-loading problems, but they concern different architectures and likely separate model conversion issues." + "reason": "Both are model-loading issues, but for different architectures and different missing-weight symptoms." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both involve model support/compatibility, but one is GGUF gpt-oss support and the other is a dtype mismatch under autocast for Phi-tiny-MoE." + "reason": "GGUF gpt-oss support and autocast dtype mismatch are unrelated." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A ZeRO-3/BertModel index error and a torch-version incompatibility report are not the same concrete bug." + "reason": "Zero3/BertModel index error and torch 2.4.1 incompatibility are not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3-MoE-related issues: GGUF architecture support versus sliding_window behavior." + "reason": "Different problems: GGUF architecture support versus Qwen3-MoE sliding_window behavior." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both concern rotary/position handling, but one is a still-image position scaling bug and the other is uninitialized memory after meta-to-empty materialization." - }, - { - "left": "issue:43638", - "right": "issue:46515", - "accept": false, - "reason": "A training-time ZeRO-3/Bert index error is unrelated to a torch compatibility report." - }, - { - "left": "issue:45663", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4-related, but one is a per-layer shared_kv_states rebuild KeyError and the other is a device mismatch in forward; different failures." + "reason": "Different Qwen-family regressions affecting different internals: video rope indexing versus rotary embedding materialization." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The heterogeneous-cluster conclusion is supported by the issue titles, and the accepted soft pairs are narrowly justified rather than overstated. No PR-specific concerns apply because there are no PRs in this cluster." + "feedback": "The triage summary is grounded in the packet, and the accepted soft-edge matches are conservative: the docs pair is clearly aligned on stale v5 pipeline references, the Qwen3 ZeRO-3 pair is a plausible loader duplicate based on the titles, and the mask-shape IndexError pair is a strong duplicate-style match. The rejected pairs generally stay appropriately cautious and do not overclaim shared root cause." }, "evaluator_used": true, "retried": false, @@ -1904,10 +1773,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:36010", "issue:38175", @@ -1949,36 +1818,39 @@ "issue:45030", "issue:45276", "issue:45584", + "issue:45663", "issue:45685", "issue:45812", "issue:45823", "issue:45834", - "issue:46459", "issue:46489", - "issue:46512", - "issue:46515" + "issue:46515", + "issue:46858" ], "soft_pairs": [ + "issue:43638|issue:46515", + "issue:45663|issue:45823", "issue:43366|issue:44589", "issue:44155|issue:45584", "issue:43716|issue:44560", "issue:43824|issue:43957", - "issue:43950|issue:45834", "issue:42915|issue:43957", + "issue:43950|issue:45834", + "issue:44910|issue:46858", "issue:44560|issue:45685", "issue:43645|issue:43646", "issue:44683|issue:46515", "issue:44560|issue:44918", - "issue:43550|issue:44910", "issue:42617|issue:43366", + "issue:43550|issue:44910", "issue:36010|issue:42915", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:38175|issue:43994", - "issue:43632|issue:45834", "issue:44877|issue:45030", + "issue:43632|issue:45834", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:43317|issue:44756", @@ -1990,241 +1862,252 @@ "issue:42915|issue:44756", "issue:42491|issue:45276", "issue:44451|issue:44488", - "issue:44960|issue:44977", - "issue:46459|issue:46512" + "issue:44960|issue:44977" ], - "prepared_review_unit_hash": "6d4b7879accc7da70d2b5613465016d43cc733b88f5f3c308f08bd803fff641c", + "prepared_review_unit_hash": "7153a3aa34fffb230808f33ba9476ed242476828b6e021521a12cca1830269fe", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37476, - "estimated_input_tokens": 9369, - "estimated_eval_tokens": 18994 + "soft_pair_count": 35, + "serialized_chars": 38102, + "estimated_input_tokens": 9526, + "estimated_eval_tokens": 19308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression issues around model loading/initialization and tokenizer behavior, not one single duplicate set. Only a few pairs look like true duplicates: the non-persistent buffer regression, the custom model initialization regression, and the SigLIP2 bad-output reports.", - "confidence": 0.69, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the topics split across several unrelated v5 regressions. If one representative must be chosen, issue 43950 is the best umbrella because it states the core non-persistent-buffer loading regression clearly and overlaps with the closest duplicate set.", + "summary": "This cluster is mostly heterogeneous, with only a few clear duplicate pairs: two Transformers v5 custom-model/buffer regressions and one SigLIP2 inference-output regression. The rest are different bugs, models, or subsystems.", + "confidence": 0.75, + "canonical_issue_reason": "Issue 43646 is the best umbrella issue here: it captures the broad Transformers v5 custom-model initialization regression, and 43645 is a narrower notebook repro of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the strongest representative issue: it is explicit about the regression mechanism, generalizes better than the narrower symptom reports, and aligns with the closest duplicate candidates in the cluster.", + "best_issue_reason": "43646 is the strongest single anchor for deduping the cluster because it is specific enough to be actionable while still broad enough to cover the closest duplicate reports.", "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 compatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs in Gemma4: per-layer shared_kv_states KeyError vs device mismatch in forward." + }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different failures: GGUF/gpt-oss support vs a Float8 storage lookup error. Same broad loading space, but not the same bug." + "reason": "Unrelated topics: GGUF gpt-oss support vs Float8 storage lookup failure." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both involve audio generation, but one is embedding/token leakage across batched tracks and the other is empty-transcription handling after align_special_tokens." + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal failures: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + "reason": "Different model paths: image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import/export failure for a specific class vs meta-device loading breakage; not the same code-path problem." + "reason": "Import error for a specific class vs meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading issues." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-ocr index errors." + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are different regressions." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:44910", + "right": "issue:46858", "accept": false, - "reason": "Qwen3 MoE FP8 config failure is a different issue from meta-device loading regressions." + "reason": "Different runtime bugs: flash-attention position_ids handling vs cache seq-length device arithmetic." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different problems: Qwen3-VL video inference StopIteration vs an MPS histogram op not implemented for Int." + "reason": "Different subsystems and failures: Qwen3-VL video inference vs MPS histogram on MoE ints." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same Transformers 5.0 custom model initialization breakage, with the notebook report being a narrower manifestation of the general initialization bug." + "reason": "Same Transformers v5 custom-model initialization regression; 43645 is just a notebook-specific repro." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both mention torch compatibility, but one is compiled flex_attention on torch>=2.9 while the other is a torch 2.4.1 incompatibility." + "reason": "Different torch-version issues affecting different code paths." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both touch Qwen3.5/VL-related inference, but video StopIteration and SFT embedding unpacking are different failures." + "reason": "Different Qwen3.5-related problems: video embedding StopIteration vs TRL unpacking failure." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "torch.compile+SDPA crash on Bamba is unrelated to Flash Attention illegal memory access on Qwen3.5 packed-sequence handling." + "reason": "Unrelated: 3d_parallel.py execution vs GGUF architecture support." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + "reason": "Different attention/compile failures in different models and backends." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be distinct code paths/fix gaps." + "reason": "Both are tokenizer bugs, but for different model families and likely different root causes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch during forward is not the same as a generic torch version incompatibility." + "reason": "Gemma4 device placement bug vs generic torch incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping lookup bug and Gemma4 PLE device mismatch are unrelated." + "reason": "Tokenizer-mapping limitation and Gemma4 device mismatch are different code paths." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different shape/attention failures in different model paths." + "reason": "Different shape/iteration errors in different models." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 bad-output problem: one report shows zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + "reason": "Same SigLIP2 checkpoint and same underlying bad inference behavior; the titles describe the same regression with different symptoms." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR index errors." + "reason": "Strict config loading for granite_speech is unrelated to glm4v config validation." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Config strictness on granite_speech and tiny-random glm4v validation are different config-loading issues." + "reason": "_is_hf_initialized and Kosmos2.5 OCR indexing are separate issues." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3 initialization on a non-pretrained Bert model is not the same as the tokenizer-mapping-name bug." + "reason": "Deepspeed ZeRO-3 BertModel index error is unrelated to add-new-model-like tokenizer mapping failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different zero3/Bert initialization bug vs tokenizer mapping failure." + "reason": "Different failures: empty BertModel under ZeRO-3 vs tokenizer mapping constraints." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map auto dequantized-model offload failure and Strix Halo mmap OOM are separate loading/resource issues." + "reason": "GPU+CPU offload loading failure and Strix Halo mmap OOM are different problems." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping-name handling and mask/tensor shape mismatch are unrelated." + "reason": "Tokenizer mapping bug and mask-shape index error are not the same issue." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE hf4.x vs hf5.x LoRA compatibility is different from BitNet packed-weight unpacking during accelerate loading." + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are different regressions." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same SigLIP2 family, but one is bad probabilities on a model and the other is documentation example errors plus quantization failure." + "reason": "The SigLIP2 docs-example issue is broader and includes documentation/model-processor mismatch; not the same concrete bug as zero probabilities." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Both report the same non-persistent-buffer junk regression in Transformers 5.x, just with slightly different wording and scope." + "reason": "Exact same non-persistent buffer corruption regression in Transformers v5; only wording differs." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 config failure are different failures." + "reason": "Qwen3 device-map cuda assert and Qwen3Moe FP8 failure are different symptoms and likely different causes." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to mmap/OOM on Strix Halo." + "reason": "Qwen3Moe FP8 and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are distinct bugs." + "reason": "Different model/version compatibility bugs with no shared concrete code path." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both say a model cannot load, but they reference different models and do not clearly share the same root cause." + "reason": "Both are model-loading failures, but they involve different checkpoints and no clear evidence of the same underlying bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation problems are different model-specific issues." - }, - { - "left": "issue:46459", - "right": "issue:46512", - "accept": false, - "reason": "dtype handling while loading composite checkpoints is different from from_config(dtype=...) leaving config.dtype stale." + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as mostly heterogeneous, and the only accepted soft pairs are the ones that look plausibly duplicate based on the issue titles. No obvious overstatement beyond the evidence provided." + "feedback": "The analysis is grounded in the packet and stays conservative overall. The duplicate calls that were accepted are well-supported by the titles, and the rejected soft edges generally avoid overclaiming by distinguishing different models, subsystems, or failure modes. The summary appropriately characterizes the cluster as mostly heterogeneous with only a few clear duplicate pairs." }, "evaluator_used": true, "retried": false, @@ -2240,15 +2123,14 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:39692", "issue:41720", "issue:42491", - "issue:42947", "issue:43257", "issue:43404", "issue:43425", @@ -2270,7 +2152,6 @@ "issue:44387", "issue:44402", "issue:44488", - "issue:44756", "issue:44863", "issue:44910", "issue:44960", @@ -2286,15 +2167,17 @@ "issue:45507", "issue:45588", "issue:45663", - "issue:45704", "issue:45759", "issue:45812", "issue:46050", + "issue:46459", "issue:46468", + "issue:46512", "issue:46829", "issue:46846" ], "soft_pairs": [ + "issue:46459|issue:46512", "issue:44863|issue:46846", "issue:45507|issue:46468", "issue:45313|issue:45357", @@ -2311,231 +2194,223 @@ "issue:44960|issue:46050", "issue:45488|issue:45812", "issue:45362|issue:45406", - "issue:44164|issue:44291", "issue:45276|issue:45335", + "issue:44164|issue:44291", "issue:44910|issue:45588", "issue:44402|issue:44488", "issue:43425|issue:43957", "issue:43873|issue:44387", + "issue:39692|issue:44960", "issue:44079|issue:46829", "issue:41720|issue:44155", - "issue:39692|issue:44960", "issue:45663|issue:45759", - "issue:42947|issue:45704", - "issue:43404|issue:43454", - "issue:44291|issue:44756" + "issue:43404|issue:43454" ], - "prepared_review_unit_hash": "f0b02c5da0e6f82ce3ca5df1b1e70b2a6eb336dd8a6ac6266d39df9d41d08f56", + "prepared_review_unit_hash": "c20873995ae6dc96757337210bb6509db96a8278eb309262c019d4e1954df8e8", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36533, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35764, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly loose semantic similarity across unrelated model-loading, tokenizer, training, and quantization bugs. The clearest overlapping pair among the soft-pairs is the Gemma4/t5gemma `resize_token_embeddings` propagation bug (45276/45335); issue:45292 is also in that same bug family, but the packet does not make it a duplicate of the 42491 pair.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45276 is the best anchor because it states the broader concrete failure: `resize_token_embeddings` not propagating to model-specific embedding/output modules, including both `embed_tokens_per_layer` and `output_embeddings`.", + "summary": "This is a loose cluster of mostly unrelated Transformers 5.x regression reports. The only clearly mergeable duplicate-like pair is the nested embedding resize bug across related composite models; the rest share broad surface areas like loading, quantization, or multimodal support but not the same underlying fix path.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45276 is the best anchor because it states a concrete, fixable regression in resize_token_embeddings for a composite model and lines up closely with the nearest duplicate-like report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest representative because it captures the shared resize/propagation code path more completely than the narrower follow-up reports.", + "best_issue_reason": "issue:45276 is the strongest overall issue choice: specific, actionable, and the clearest representative of the one genuinely overlapping bug theme in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling in model creation/loading, but one is from_pretrained on composite checkpoints and the other is from_config stale config state; different bug paths." + }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different model families and different failures: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning." + "reason": "Different models and failures: NemotronH checkpoint loading versus missing TP plan entries causing Qwen3.5 OOM/shape errors." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Both are model breakages, but the affected models and root problems are unrelated." + "reason": "Same general ecosystem, but different model/example breakages and likely different code paths." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same broad Qwen3.5 area, but ZeRO-3 weight loading and incorrect save_pretrained keys are different bugs." + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading for language_model and the other is save_pretrained visual key corruption; not the same bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but for different models and likely different root causes." + "reason": "Both mention loading models/tokenizers, but the reported failures and affected repositories are different enough to treat as separate issues." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is training memory efficiency, the other is quantization/offloading behavior; not the same issue." + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory use and the other is offloading under quantization; different underlying problems." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: non-persistent buffers vs custom model initialization in notebooks." + "reason": "Different regressions: non-persistent buffers getting junk versus custom model initialization breaking in Jupyter." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but the concrete failures are training memory usage vs int4 quantization reserved-memory/OOM." + "reason": "Related to memory under quantization, but one is model-training memory usage and the other is int4 reserved-memory OOM; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but one is docs/example mismatch plus quantization failure while the other is nonsensical AutoModel/pipeline output." + "reason": "Both involve SigLIP2, but one is a broken docs example with model/processor mismatch and quantization, while the other is wrong outputs from AutoModel/pipeline." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "The titles share resize_token_embeddings language, but the first is a LoRA/version-compatibility problem and the second is a direct embedding propagation bug on a different model path." + "reason": "Different symptoms and code paths: LoRA compatibility across branches versus resize_token_embeddings not updating output embeddings." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model-loading paths and models: Qwen3 MoE with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." + "reason": "Different model families and failures: Qwen3 MoE weight conversion under accelerate+deepspeed versus GLM-4.7-Flash load failure in tests." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint step math and unused SGD args are separate training bugs." + "reason": "Trainer checkpoint resume math is unrelated to optimizer SGD arguments not being applied." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different load errors: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." + "reason": "Both are loading problems, but they affect different models and failure modes: GLM-4.7-Flash unit test loading versus Qwen3-VL shape mismatch." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "They share some version/model-family context, but the failure modes are different and not the same concrete bug." + "reason": "Both touch training/model usage, but they are different regressions: LoRA compatibility versus a resize_token_embeddings propagation bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading versus quantized model save/load breakage are different issues." + "reason": "Generic model issues, but one is GLM5 and the other is sinq quantization save/load corruption; not the same bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a pre-tokenizer override and the other is wrong token ID mapping for Granite." + "reason": "Both are tokenizer-related regressions, but one is a LlamaTokenizer pre-tokenizer override issue and the other is wrong token IDs for Granite models." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different products and symptoms: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve." - }, - { - "left": "issue:44164", - "right": "issue:44291", - "accept": false, - "reason": "Serialization `extra_state` handling and `init_empty_weights` constructor-argument handling are distinct bugs." + "reason": "Different failures in different components: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both point to the same underlying resize_token_embeddings propagation bug across related Gemma4/t5gemma embedding/output modules." + "reason": "These are very close duplicates: both report resize_token_embeddings failing to propagate to nested decoder/output embeddings in related composite models, and one fix could plausibly cover both." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument mismatch are different loading/saving regressions." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash-attention crashes, but the root causes are different." + "reason": "Both hit flash_attention, but one is a Qwen3.5 packed-sequence misinterpretation and the other is an AttributeError on sink-less models; different triggers and fixes." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch is unrelated to tokenizer loading failure for a different model." + "reason": "Tokenizer vocab mismatch versus a separate model-loading failure; not the same underlying issue." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a torch-version incompatibility, the other is a meta-device loading regression." + "reason": "Torch version incompatibility is unrelated to meta-device loading breakage, even if both affect model initialization." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/offloading and memory, but not the same code-path problem." + "reason": "Both concern quantization/memory, but one is offloading behavior and the other is increased reserved CUDA memory under int4; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: SigLIP2 example/documentation breakage versus GLM5 itself." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both concern ModelOutput fields, but one is generic key assignment and the other is a specific model returning the wrong tensor in hidden_states." + "reason": "Both involve output objects, but one is a generic ModelOutput key assignment bug and the other is a specific VideoPrism classifier output mix-up." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "SigLIP2 example issues and GLM5 loading are unrelated model bugs." + "reason": "Completely different failures: Qwen3 auto device mapping CUDA assert versus AudioFlamingo3 batched inference leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different failures." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing with LoRA is unrelated to T5 apex RMSNorm memory leak." + "reason": "Different composite-model regressions: FSDP2 shared_kv_states handling versus from_config not unwrapping text_config." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied `lm_head`, but they affect different model families and are not clearly the same underlying fix." - }, - { - "left": "issue:44291", - "right": "issue:44756", - "accept": false, - "reason": "`init_empty_weights` constructor breakage and mmap OOM on Strix Halo are unrelated." + "reason": "Both are lm_head tying issues in multimodal models, but they are model-specific regressions with different classes and code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The soft-edge verdicts are generally conservative, but the cluster summary overstates exclusivity. In the packet, issue:45292 is also a direct `resize_token_embeddings`/`output_embeddings`-type bug, so saying the 45276/45335 pair is the \u201conly genuinely overlapping pair\u201d is too strong. Please soften that claim to something like \u201cthe clearest overlapping pair among the soft-pairs.\u201d" + "accept": true, + "feedback": "Grounded and appropriately conservative overall. The summary matches the packet: most pairs are only superficially related, and the single accepted pair (issue:45276 / issue:45335) is plausibly the same resize_token_embeddings propagation bug across related composite models, so a single fix could reasonably cover both. I don\u2019t see any overstatement in the rejected soft-edge verdicts." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2548,10 +2423,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:36010", "issue:39404", @@ -2569,6 +2444,7 @@ "issue:43957", "issue:44155", "issue:44164", + "issue:44291", "issue:44292", "issue:44387", "issue:44402", @@ -2576,7 +2452,6 @@ "issue:44479", "issue:44530", "issue:44589", - "issue:44683", "issue:44756", "issue:44863", "issue:44877", @@ -2593,16 +2468,18 @@ "issue:45685", "issue:45698", "issue:45701", + "issue:45704", "issue:45812", "issue:45823", "issue:45859", "issue:46315", "issue:46326", "issue:46468", - "issue:46491", - "issue:46665" + "issue:46491" ], "soft_pairs": [ + "issue:42947|issue:45704", + "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:44387|issue:44756", "issue:36010|issue:39404", @@ -2615,12 +2492,12 @@ "issue:45276|issue:45292", "issue:45685|issue:46468", "issue:44479|issue:44877", - "issue:44164|issue:44756", "issue:43381|issue:44928", + "issue:44164|issue:44756", "issue:45684|issue:45698", "issue:45588|issue:45663", - "issue:42796|issue:46326", "issue:43854|issue:45216", + "issue:42796|issue:46326", "issue:45292|issue:45335", "issue:43828|issue:43957", "issue:44402|issue:44451", @@ -2632,247 +2509,235 @@ "issue:45812|issue:46315", "issue:39404|issue:45701", "issue:44530|issue:45084", - "issue:43611|issue:43645", - "issue:44683|issue:45823", - "issue:39404|issue:46665", - "issue:43425|issue:45823" + "issue:43611|issue:43645" ], - "prepared_review_unit_hash": "3b5ca53d2e52fb86b8b7c8ac15204d832c59282516b13375f86c9d020b750bea", + "prepared_review_unit_hash": "1b84d1dcddffe1fc1f58c48bb79aaf91cc8b1f99247be14f248ba47805e1c227", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37566, - "estimated_input_tokens": 9392, - "estimated_eval_tokens": 19040 + "soft_pair_count": 32, + "serialized_chars": 37363, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across different models/features. The only clear duplicate-like pair is the resize_token_embeddings regression on output embeddings, where the Gemma4-specific report is a broader variant of the generic one. No pull requests are present.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45292 is the cleanest canonical because it states the underlying regression generically: `resize_token_embeddings` not updating `output_embeddings`. issue:45276 looks like a model-specific extension of that same bug, while issue:45335 is a separate decoder.embed_tokens variant.", + "summary": "These items are mostly unrelated issue reports that only share broad subsystem keywords (tokenizers, save/load, quantization, checkpointing, etc.). I found no soft-edge pair that clearly describes the same concrete bug/change, so all candidate links should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45698 is the strongest single representative here because it is open, recent, has the most discussion/inbound references, and describes a concrete save/load custom-module regression that is likely to be actionable as a stand-alone tracker.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best overall issue to anchor the resize-token-embedding duplicate set: it is concise, general, and directly names the affected code path. It is better suited than the more model-specific Gemma4 report.", + "best_issue_reason": "Issue 45698 is the best issue to keep as the cluster representative: it is specific, user-facing, and has active discussion, making it the most suitable anchor among the available issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: LoRA/checkpointing behavior vs an apex RMSNorm memory leak." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized mismatch vs mmap OOM on Strix Halo." + }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading failures, but they affect different models and different quantization paths (NVFP4 vs MXFP4); not the same bug." + "reason": "Different code paths: init_empty_weights argument handling vs MXFP4 quantization load behavior." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is int4 CUDA reserved memory growth and the other is Strix Halo mmap behavior; different root causes." + "reason": "Both are memory-related, but one is int4 reserved-memory growth and the other is mmap/OOM avoidance on a specific platform." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline `return_language` behavior." + "reason": "Import path regression vs Whisper pipeline return_language behavior; no same underlying bug." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model-specific failures: Gemma4 FSDP2 shared_kv_states vs Qwen3.5 MoE rotary embedding CPU offload." + "reason": "Distinct model-specific issues: Gemma4 FSDP attention state vs Qwen3_5MoE CPU offload compatibility." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective under PEFT LoRA and the other is forbidden in eval mode; separate issues." + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA while the other is an eval-mode restriction." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`torch.device(\"meta\")` loading problems are distinct from the Strix Halo mmap/OOM issue." + "reason": "Meta-device model loading vs mmap OOM mitigation; not the same bug." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 device-map mismatch." + "reason": "AudioFlamingo3 batching leak vs Gemma4 PLE device mismatch; different models and failures." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "These are different model/config bugs: sparse-layer creation in SwitchTransformers vs Gemma4 FSDP2 attention state rebuild." + "reason": "SwitchTransformers config bug vs Gemma4 attention/FSDP bug; no concrete overlap." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example breaking are related by model family only, not the same concrete failure." + "reason": "Same model family, but one is a checkpoint-loading failure and the other is a broken official example; not clearly the same bug." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "Both describe the same resize_token_embeddings regression affecting output embeddings; 45276 is a Gemma4-specific manifestation of the broader 45292 bug." + "accept": false, + "reason": "Very similar wording, but one is Gemma4-specific and includes embed_tokens_per_layer while the other is a generic output_embeddings regression." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "A missing MPS histogram kernel in MoE code is unrelated to the Nemotron example breakage." + "reason": "MOE MPS histogram issue is unrelated to the broken Nemotron example." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are model/config regressions, but one is a video-input path issue and the other is strict-config loading for granite_speech." + "reason": "Video-input regression in Qwen VL models vs strict granite_speech config loading; different subsystems." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap/OOM workaround." + "reason": "Gradient checkpointing eval-mode issue is unrelated to Qwen3.5 RLHF NaN explosion from 3D position_ids." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from 3D position_ids / SDPA fallback." + "reason": "save/from_pretrained extra_state handling vs mmap OOM avoidance; different failure modes." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load of custom modules, but one is a permissions propagation bug and the other is wrong-module loading after save_pretrained." + "reason": "Both involve save_pretrained/from_pretrained, but one is read-only permission propagation and the other is wrong custom-module selection after save." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Flash-attention s_aux=None crash vs Gemma4 shared_kv_states rebuild; not the same underlying problem." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are different bugs." + "reason": "GLM-4.7-Flash test-loading issue vs Qwen3.5 save_pretrained regression; unrelated." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are separate model/version issues." + "reason": "Tokenizer BPE-marker handling vs mistral_common continue_final_message behavior; different tokenizer bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings regressions, but one targets output_embeddings and the other decoder.embed_tokens; not clearly the same concrete bug." + "reason": "Similar resize_token_embeddings wording, but one targets output_embeddings and the other decoder.embed_tokens on a specific model." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device loading failures." + "reason": "Autocast dtype mismatch vs meta-device loading breakage; no shared concrete code path." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Out-of-vocab token placement in bert-base-bg and inability to load ScandiBERT are different tokenizer/model-loading issues." + "reason": "Tokenizer vocab-size mismatch vs loading a specific model; too broad to be the same bug." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is not the same as the Trainer resume_from_checkpoint max_steps calculation bug." + "reason": "Custom model initialization regression vs Trainer resume/max_steps calculation; unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom model initialization and extra_state save/load handling are distinct failure modes." + "reason": "Jupyter custom-model initialization breakage vs extra_state save/load failure; different issues." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM behavior." + "reason": "Float8 storage lookup error vs mmap/OOM avoidance; not the same bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is too broad and not the same as a specific autocast dtype mismatch." + "reason": "Torch version incompatibility vs Phi autocast dtype mismatch; one is a compatibility umbrella, the other is a model-specific failure." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip corruption are different problems." + "reason": "Performance regression in convert_tokens_to_ids vs CodeLlama round-trip space stripping; unrelated tokenizer bugs." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are both tokenizer regressions, but not the same bug." + "reason": "Wrong Granite token IDs vs slower convert_tokens_to_ids; one is correctness, the other is performance." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` breakage is unrelated to a general tokenization-version change report." + "reason": "Whisper pipeline regression vs version-dependent tokenization changes; no concrete match." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and non-template-node compile TypeError are different code paths." + "reason": "Qwen3.5 PagedAttentionCache crash vs template-node compilation TypeError; unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both mention custom models under Transformers 5.0, but one is base_model_prefix loading and the other is Jupyter notebook initialization." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:39404", - "right": "issue:46665", - "accept": false, - "reason": "Whisper pipeline `return_language` and `from_pretrained` inside Python classes are different failure scenarios." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch version incompatibility and Gemma4 device mismatch are not the same concrete bug." + "reason": "Both involve Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; too different to merge." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The canonical pair choice around 45276/45292 is supported by the titles and the high similarity score, and the other soft-edge rejections stay cautious rather than overstating duplicates. No PR-pair issues are present." - }, - "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 }, @@ -2884,10 +2749,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:36032", "issue:39404", @@ -2899,7 +2764,6 @@ "issue:43452", "issue:43596", "issue:43611", - "issue:43643", "issue:43644", "issue:43716", "issue:43856", @@ -2919,7 +2783,6 @@ "issue:44661", "issue:44671", "issue:44683", - "issue:44737", "issue:44756", "issue:44805", "issue:44898", @@ -2930,15 +2793,19 @@ "issue:45081", "issue:45084", "issue:45759", - "issue:45859", + "issue:45823", "issue:46050", "issue:46285", "issue:46326", "issue:46402", "issue:46489", + "issue:46665", "issue:46821" ], "soft_pairs": [ + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44589|issue:45084", "issue:44479|issue:44805", @@ -2966,232 +2833,233 @@ "issue:43716|issue:45084", "issue:36032|issue:42915", "issue:46285|issue:46402", - "issue:44737|issue:45859", - "issue:44661|issue:44683", "issue:39404|issue:44671", - "issue:43643|issue:44530" + "issue:44661|issue:44683" ], - "prepared_review_unit_hash": "d73fc4abe30b256adfbac9fe92d1bfd7d6ffdf604baaa7a5605c5773c3a6281f", + "prepared_review_unit_hash": "9fd4927d7fe3575f77811f61ead17d1365c78b282a4f537db3eec5af892be656", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37097, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36753, + "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 heterogeneous: the soft links mostly connect unrelated Transformers regressions that only share broad language like \u201cloading\u201d or \u201ctokenizer.\u201d I would not merge any of the soft pairs.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44462 is the most generally useful, concrete regression in the set (tokenizer.json handling) and has downstream references, but the cluster overall does not look like a single duplicate family.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regression reports, with only one soft duplicate-looking pair around Qwen3-VL MoE loading. Most items share a broad \u201cloading/tokenizer/model regression\u201d theme but not the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the best representative anchor: it is broad, clearly about a v5 model-loading regression, and more general than the many model-specific reports in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "44462 is the best anchor only if one issue must represent the cluster, because it is specific, reproducible, and broadly impactful compared with the other unrelated reports.", + "best_issue_reason": "Issue 43611 is the strongest global issue candidate because it captures the widest underlying failure mode without being overly tied to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes: compiled flex_attention on new torch versions vs a Gemma4 device-map mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is a framework-version issue, not the same bug as Gemma4 PLE device mismatch." + }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility vs. Mistral-3 image preprocessor dtype mismatch; different failure modes and code paths." + "reason": "Both mention model breakage, but one is torch compatibility and the other is an image-preprocessor dtype mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup error vs. template compilation error; unrelated bugs." + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen VL models vs. a generic mask-shape IndexError; not the same underlying defect." + "reason": "Both are regressions, but one is a Qwen video-input issue and the other is a generic mask shape IndexError." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an old issue vs. a Qwen3.5 PagedAttentionCache crash; no concrete overlap." + "reason": "An isolated reproduction of an earlier issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline docs and different removed/deprecated behaviors." + "reason": "Both are docs complaints, but they target different removed/changed pipeline documentation and are not the same correction." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Different models and symptoms: CamemBERT MLM predictions vs. loading an EMBEDDIA tokenizer." + "reason": "CamemBERT masked-LM prediction errors and tokenizer loading failures for EMBEDDIA/est-roberta are different bugs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Model/pipeline output quality bug vs. ModelOutput key assignment bug; distinct components." + "reason": "SigLIP2 nonsensical outputs are unrelated to ModelOutput key assignment when a previous value was None." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch incompatibility vs. TRL SFT embedding unpacking failure; unrelated paths." + "reason": "Torch incompatibility is unrelated to the TRL SFT trainer unpacking embeddings failure." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs. Perceiver positional interpolation failure; not the same bug." + "reason": "torch.export failures with torch_compilable_check are not the same as Perceiver interpolation failures." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token conflict vs. gguf_file handling in from_pretrained; different loading problems." + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file/from_pretrained loading breakage are different tokenizer/model-loading issues." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression vs. MXFP4 quantization fallback; unrelated." + "reason": "Whisper pipeline return_language regression does not match MXFP4 quantization fallback behavior." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption vs. continue_final_message behavior for mistral_common tokenizers." + "reason": "Quantized save/from_pretrained corruption is unrelated to continue_final_message on mistral_common tokenizers." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling vs. composite Qwen config unwrapping; different serialization/config bugs." + "reason": "extra_state save/load handling and text_config unwrapping for composite Qwen configs are different code paths." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Different reproduction scope and different tokenizer behavior; no common code-path bug." + "reason": "These are different problems: isolated reproduction of an earlier issue versus a tokenizer-specific continue_final_message bug." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a MoE regression and the other is a weight-shape mismatch on a specific model; too different to merge." + "accept": true, + "reason": "Both point to the same Qwen3-VL MoE loading regression: one generic, one a specific shape-mismatch manifestation." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizers and different parsing layers; not the same underlying tokenizer bug." + "reason": "Both are tokenizer-related, but one is an EMBEDDIA tokenizer load failure and the other is a Mistral regex patch crash." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory usage vs. Strix Halo mmap OOM workaround; unrelated root causes." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance/memory issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing vs. compiled flex_attention on torch>=2.9; distinct failures." + "reason": "DeepSpeed ZeRO-3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state issue vs. TimesFM window_size AttributeError; unrelated models and APIs." + "reason": "extra_state serialization and TimesFM window_size AttributeError are different failures." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert vs. Mistral regex patch crash; different tokenizers and bugs." + "reason": "Both involve tokenizer loading, but for different models and different root causes." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different affected repos/models and different tokenizer-load failures." + "reason": "Loading cjvt/sleng-bert and loading physical-intelligence/fast are separate model-specific regressions." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading regression vs. non-persistent buffer junk filling; same release window, different code paths." + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both touch tokenizer handling, but one is about ignoring tokenizer.json while the other is a DeepSeek-Coder-specific output regression after a prior fix; not clearly the same bug." + "reason": "Ignoring tokenizer.json and a DeepSeek-Coder tokenization regression are related only broadly; not the same concrete bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling vs. lm_head weight tying in Mistral3 conditional generation; unrelated." + "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are different model-family issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch vs. compilation of non-template nodes; no overlap." + "reason": "Image-preprocessor dtype mismatch and compilation of non-template nodes are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer load conflict vs. Qwen3Moe FP8 config failure; different subsystems." + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency vs. Sam3 text encoder weights not loading; different model families and mechanisms." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "CPU arange placement bug in XLNet vs. CPU-offload incompatibility in Qwen3_5 MoE rotary embedding; unrelated fixes." + "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are different model-specific regressions." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping name conflict vs. flex_attention compilation failure; not the same defect." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline return_language regression vs. CamemBERT masked-LM prediction regression; no shared bug." - }, - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs. PagedAttentionCache invalid group type; different components and symptoms." + "reason": "Tokenizer mapping generation failure and compiled flex_attention on new torch versions are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue (43611) is a reasonable broad representative of the v5 loading-regression cluster, and the single accepted soft pair (43299/43931) is plausibly the same Qwen3-VL MoE loading bug rather than two unrelated failures. I don\u2019t see clear overstatement beyond the evidence provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3203,12 +3071,11 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:28530", "issue:34567", "issue:36032", "issue:40444", @@ -3225,17 +3092,16 @@ "issue:43541", "issue:43582", "issue:43632", + "issue:43643", "issue:43644", "issue:43645", "issue:43646", - "issue:43742", "issue:43746", "issue:43819", "issue:43883", "issue:43994", "issue:44206", "issue:44220", - "issue:44291", "issue:44403", "issue:44451", "issue:44464", @@ -3244,6 +3110,7 @@ "issue:44530", "issue:44534", "issue:44610", + "issue:44737", "issue:44811", "issue:44849", "issue:44987", @@ -3253,13 +3120,16 @@ "issue:45325", "issue:45507", "issue:45584", + "issue:45859", "issue:45987", "issue:46178", "issue:46326" ], "soft_pairs": [ - "issue:43541|issue:45084", + "issue:44737|issue:45859", + "issue:43643|issue:44530", "issue:44451|issue:44987", + "issue:43541|issue:45084", "issue:42915|issue:44530", "issue:40990|issue:43421", "issue:43582|issue:43632", @@ -3267,8 +3137,8 @@ "issue:34567|issue:40444", "issue:43883|issue:44488", "issue:44811|issue:45584", - "issue:42175|issue:46178", "issue:44206|issue:44220", + "issue:42175|issue:46178", "issue:40444|issue:46326", "issue:36032|issue:43645", "issue:43452|issue:43482", @@ -3280,245 +3150,242 @@ "issue:43746|issue:46326", "issue:42915|issue:45084", "issue:44403|issue:45081", - "issue:44464|issue:45987", "issue:43646|issue:44534", "issue:43645|issue:44534", "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:43404|issue:44466", + "issue:44464|issue:45987", "issue:43994|issue:44610", "issue:44987|issue:45081", - "issue:44451|issue:45081", - "issue:42915|issue:44291", - "issue:28530|issue:34567", - "issue:36032|issue:43742" + "issue:44451|issue:45081" ], - "prepared_review_unit_hash": "99ad8d038da3a1774d5720855e8dd92b55e9d76b31a75dce2b2d90fc93cedde4", + "prepared_review_unit_hash": "9576458debc6c63271dabad7e4dd4360408aed38af51f9108909fc42655d9dff", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38044, - "estimated_input_tokens": 9511, - "estimated_eval_tokens": 19278 + "soft_pair_count": 33, + "serialized_chars": 37738, + "estimated_input_tokens": 9435, + "estimated_eval_tokens": 19126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set looks like a loose thematic bucket of mostly unrelated Transformers regressions and model-loading bugs. None of the soft pairs are strong duplicates, so I rejected all of them.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45081 is the most concrete and well-scoped loader/tokenizer failure in the set, with explicit crash text and inbound references, making it the best anchor despite the cluster\u2019s heterogeneity.", + "summary": "These issues are mostly separate regressions across different models/features. No pull requests are present. The closest issue family is the Transformers v5 custom-model initialization/buffer handling reports, but the soft pairs are still not close enough to treat as duplicates under a strict triage standard.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest and most representative standalone report in the closest cluster (Transformers v5 custom model initialization regressions), making it the best canonical issue candidate.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the whole cluster. If one must be chosen, issue:45081 is the closest because it is specific, reproducible, and clearly bug-shaped.", + "best_issue_reason": "issue:43646 is a clear, general bug report with a broad title that can anchor related v5 custom-model initialization failures without overfitting to one symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/CPU behavior, but they affect different model code paths (XLNet positional encoding vs Qwen3.5 MoE rotary embedding). Too different to be the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Different failures: torch dynamo grouped_mm tracing in Mixtral versus a tokenizer template-node compilation TypeError." + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache crashing on linear_attention groups." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading regressions, but they involve different models and likely different breakages; not the same underlying bug." + "reason": "Both are model-loading failures, but they target different models and likely different loader paths; same symptom class is not enough for duplicate acceptance." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm torch dynamo tracing errors and template compilation errors are unrelated failure modes." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen-family failures with different symptoms and code paths: FP8 config loading versus PagedAttentionCache linear_attention crash." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to PagedAttentionCache group-type handling." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity quality issue on a model/dataset is unrelated to runtime special-token post-processor updates." + "reason": "Perplexity regression on a model/dataset combo is unrelated to tokenizer post-processor update behavior." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator TypeError and the _is_hf_initialized regression are unrelated runtime issues." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are different subsystems and symptoms." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization; different bugs." + "reason": "Both are Transformers v5 regressions around custom models, but one is about non-persistent buffers being filled with junk and the other is general custom model initialization; insufficient evidence they are the same underlying bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and Qwen2.5-VL multi-image iterable dataset failure are unrelated." + "reason": "Trainer token accounting and multimodal iterable-dataset failures are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo and a model load failure for cjvt/sleng-bert are different issues." + "reason": "Missing all_tied_weights_keys and inability to load a specific model are not the same issue." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are distinct bugs." + "reason": "Both concern Whisper token handling, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different concrete bugs." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "One is about TF not being installed via a torch extra; the other is an unsupported backend name in BACKENDS_MAPPING." + "reason": "Unsupported center argument vs generic fbank extraction issue are related to audio features but not the same concrete defect." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Both touch audio feature extraction, but the reported failures are not the same code-path problem." + "reason": "Package-install backend omission and BACKENDS_MAPPING validation error are distinct backend registration problems." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image Qwen2.5-VL dataset handling and mistral_common continue_final_message behavior are unrelated." + "reason": "Multimodal iterable dataset training failure and mistral_common continue_final_message bug are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." + "reason": "Tokenizer method name conflict and custom model initialization in Jupyter are unrelated." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "The latter is a specific GGUF model-loading failure, but the former is a broader tokenizer/model loading breakage; not enough evidence they are the same bug." + "reason": "Both mention GGUF loading, but one is a broad from_pretrained breakage and the other is a specific Qwen2.5-GGUF v5 failure; not enough to conclude one duplicate bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map offload loading and Qwen2.5-GGUF v5 loading failure are different loader issues." + "reason": "Dequantized model offload failure and GGUF loading failure are different loading paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Non-template-node compilation and GraniteMoEHybrid invalid method calls are different errors." + "reason": "Template compilation and GraniteMoEHybrid invalid method errors are unrelated." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 model/tokenizer load regressions, but for different models and likely different failure modes." + "reason": "Both are version-related loading failures, but for different models and likely different tokenization/load code paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask mismatch are unrelated." + "reason": "Audio processor sampling-rate defaulting and MIMI padding-mask batching are unrelated bugs." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Attribute error on tied-weights keys and tokenizer-loading regression for a specific model are unrelated." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech and mistral_common continue_final_message are different problems." + "reason": "PEFT adapter local checkpoint loading and continue_final_message behavior are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template-node compilation failure are unrelated." + "reason": "Qwen3Moe FP8 config failure and template compilation error are unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise/logging issue is not the same as the Mistral tokenizer regex crash." + "reason": "Generic loading noise and Mistral regex patch crash are different problems." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are different bugs." + "reason": "These are both v5 custom-model regression reports, but one is about initialization and the other about non-persistent buffers; they could be related but are not clearly the same bug." }, { - "left": "issue:43646", + "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization and non-persistent buffer junk-fill are separate v5 regressions." + "reason": "Jupyter custom model initialization and non-persistent buffer corruption are not the same concrete issue." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different functional bugs: hidden-states output versus rope index scaling." + "reason": "Different Qwen model variants and different bugs (hidden states vs rope index scaling)." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI batching/padding-mask mismatch and DAC STE mismatch are different audio-model behavior issues." + "reason": "MIMI batching/padding-mask behavior and DAC latent consistency are distinct model bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Weight tying missing in one model class versus device-dependent lm_head serialization are related only loosely, not the same concrete bug." + "reason": "Both mention tied lm_head weights, but one is a missing tie in a specific model class and the other is device-dependent serialization inconsistency; not enough to merge as one bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache seq length return type are different generation/cache issues." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP nonsensical outputs and OmDet-Turbo processor size mismatch are different vision pipeline problems." + "reason": "Nonsensical outputs from a model and an image processor producing the wrong input size are unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models and different tokenizer/loading code paths." + "reason": "A model-loading regression and a Mistral tokenizer regex patch crash are different code paths." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Two separate model-loading failures with no clear shared underlying defect." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "FineGrainedFP8 Qwen3Moe failure and unexpected _is_hf_initialized argument during init_empty_weights are unrelated." - }, - { - "left": "issue:28530", - "right": "issue:34567", - "accept": false, - "reason": "Early-stopping metric lookup and num_input_tokens_seen tracking are unrelated trainer issues." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "T5Tokenizer special-token method conflict and MobileLLM-125M key error are unrelated." + "reason": "Loading a specific model and crashing in Mistral regex patching are not the same underlying bug." } ] }, @@ -3537,17 +3404,17 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:28530", "issue:33666", - "issue:35707", + "issue:34567", "issue:36032", "issue:40444", "issue:40990", - "issue:41553", "issue:41720", "issue:42796", "issue:42915", @@ -3560,9 +3427,9 @@ "issue:43525", "issue:43531", "issue:43540", - "issue:43582", "issue:43611", "issue:43632", + "issue:43742", "issue:43746", "issue:43792", "issue:44062", @@ -3592,10 +3459,13 @@ "issue:46821" ], "soft_pairs": [ + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:42915|issue:44589", - "issue:43089|issue:45987", "issue:44265|issue:44610", + "issue:43089|issue:45987", "issue:43632|issue:46821", "issue:43322|issue:43540", "issue:44479|issue:45325", @@ -3610,229 +3480,233 @@ "issue:40444|issue:45325", "issue:45812|issue:46491", "issue:44403|issue:44991", + "issue:43381|issue:45923", "issue:43632|issue:44756", "issue:43792|issue:44589", - "issue:43381|issue:45923", "issue:42796|issue:43746", "issue:33666|issue:40444", "issue:44291|issue:44589", "issue:40990|issue:44811", "issue:42796|issue:46710", - "issue:43482|issue:43525", - "issue:35707|issue:40444", - "issue:41553|issue:43582" + "issue:43482|issue:43525" ], - "prepared_review_unit_hash": "ef2412c9f1dbbf473d232322bfd7e70e4b123d3f074c448b0e1faeefdb0dc86b", + "prepared_review_unit_hash": "8f7e01495d5474e629a9f506c9a380644ef3ede88c2f8a93674eaa84c5f52759", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36154, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "soft_pair_count": 30, + "serialized_chars": 36484, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and contains many unrelated issue reports. Only one soft edge looks like a true duplicate/sub-duplicate pair: the Qwen3.5 save_pretrained regression (45216/45357).", - "confidence": 0.93, - "canonical_issue_reason": "issue:45216 is the better canonical issue for the only clear duplicate pair: it is earlier and broader, while 45357 reads like a narrower follow-up about the same Qwen3.5 save_pretrained checkpoint regression.", + "summary": "This cluster is a noisy mix of mostly unrelated issue reports, with a small number of plausible duplicate candidates around Transformers v5 loading/save regressions. The strongest anchor is the broad `_is_hf_initialized` initialization regression, but the evidence from titles alone is not enough to call the whole cluster or most pairs confirmed duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43632 is the best canonical anchor because it describes a broad v5 initialization/loading regression in a shared internal path. It also appears closely related to the `init_empty_weights` report, though the packet only supports that as a strong duplicate candidate rather than a confirmed direct duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest representative of the only real overlap in the cluster, and it best captures the shared Qwen3.5 save_pretrained bug.", + "best_issue_reason": "Issue 43632 is the best global issue candidate because it is the broadest, most central v5 loading regression in the set and can serve as the anchor for nearby initialization-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer behaviors: early stopping/metric selection vs token-count tracking." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading regressions, but the concrete failures differ: FP8 config handling vs init-empty-weights argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict and key error on a different model are not the same bug." + }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Different tokenizer failure classes: AddedToken special-argument conflict vs model loading failure for a specific repo." + "reason": "Different tokenizer-loading failures with different symptoms and likely different code paths." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different bugs and code paths: FineGrainedFP8Config failure vs missing Float8 storage lookup." + "reason": "Shared FP8 theme is too broad; these look like separate failures." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Performance overhead in generation vs a StaticCache return-type contract bug." + "reason": "Export/compilation bug vs image processor size mismatch." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Generation performance overhead is unrelated to a wrong return type in StaticCache." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Generic Transformers v5 init flag break vs TimesFM window_size AttributeError; different components and symptoms." + "reason": "Both are AttributeError-style reports, but they concern different subsystems and symptoms." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal model failures: Llava Next load segfault vs Qwen3OmniMoe video-input ValueError." + "reason": "Different multimodal loading/processing failures: segfault on load vs ValueError on video inputs." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL regressions, but one is video-input processing and the other is still-image rope/position-id scaling; not the same bug." + "reason": "Related Qwen2.5-VL v5 regressions, but the titles point to different concrete problems: video-input regression vs still-image rope scaling." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window issue in Qwen3-MoE is unrelated to strict config blocking granite_speech loading." + "reason": "Sliding-window behavior and strict granite_speech config loading are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3 auto-device-map cuda assert are unrelated." + "reason": "Tokenizer load conflict vs CUDA assert during auto device mapping are different failures." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys in Transformers 5.x." + "reason": "Both point to the same Qwen3.5 `save_pretrained` checkpoint regression, with the later issue adding a specific symptom about visual encoder keys." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to convert_tokens_to_ids performance regression." + "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` behavior are different bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is not the same as generic noisy logging when loading a transformer." + "reason": "Torch-version incompatibility and loading noise are not the same underlying issue." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Different model families and different failure modes." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug and compiled flex_attention torch-version bug are different subsystems." + "reason": "Audio feature extraction and compiled flex_attention are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading break is unrelated to non-persistent buffer initialization regression." + "reason": "Both are v5 regressions, but they affect different loading paths and symptoms." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image iterable dataset finetuning failure is unrelated to Qwen2.5-VL still-image temporal position scaling." + "reason": "Same model family, but multi-image finetuning failure is not the same as the rope/temporal position regression." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite token ID regression and CodeLlama leading-space round-trip bug are different tokenizer behaviors." + "reason": "Different tokenizer regressions affecting different model families and code paths." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise/logging issue and tokenizer-loading failure are not the same underlying bug." + "reason": "Load-time noise and tokenizer loading failure are not duplicates." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is distinct from a missing support flag on a trust_remote_code variant." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Transformers v5 init-flag regression is unrelated to mmap/OOM behavior on Strix Halo." + "reason": "Initialization-flag regression and mmap/OOM behavior are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing supports_gradient_checkpointing flag." + "reason": "Whisper runtime failure and missing Float8 storage are different bugs." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and PEFT adapter loading are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable dataset finetuning are different problems." + "reason": "Both are Qwen2-VL-related, but multi-GPU training and multi-image-per-prompt finetuning are different problems." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument is unrelated to missing Float8 storage object." + "reason": "Init-empty-weights argument handling and Float8 storage lookup are separate failures." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "Perplexity regression and Whisper batch_decode token handling are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker issue is unrelated to DeepSeek-R1-Distill-Llama accuracy regression." + "reason": "Tokenizer BPE-marker bug and accuracy regression after upgrade are different issues." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure with transformers v5 is unrelated to Llama4Config missing pad_token_id." - }, - { - "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:41553", - "right": "issue:43582", - "accept": false, - "reason": "Tokenizer error message issue and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "GGUF loading failure under v5 and missing `pad_token_id` on Llama4Config are unrelated model-loading problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, 45216/45357, is a plausible duplicate/sub-duplicate pair about the same Qwen3.5 save_pretrained regression; the other pair verdicts are appropriately cautious and do not overclaim duplication." + "accept": false, + "feedback": "The cluster-level summary is directionally plausible, but it overstates certainty in a few places. In particular, calling issue 43632 \"directly duplicated\" by the init_empty_weights report is stronger than the packet supports from titles alone, and the accepted soft pairs (especially 44479/45325) should be framed as related/possibly duplicate rather than clearly the same bug. Please keep the language more conservative: the packet shows a noisy set of broadly similar v5 regression reports, with only a few plausible duplicate candidates, not confirmed duplicates." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3845,15 +3719,16 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:35707", "issue:40444", + "issue:41553", "issue:41720", "issue:42175", - "issue:42796", "issue:42915", "issue:43296", "issue:43317", @@ -3863,6 +3738,7 @@ "issue:43482", "issue:43493", "issue:43531", + "issue:43582", "issue:43611", "issue:43632", "issue:43644", @@ -3871,7 +3747,6 @@ "issue:43792", "issue:43818", "issue:43856", - "issue:43873", "issue:43957", "issue:43994", "issue:44079", @@ -3893,13 +3768,14 @@ "issue:45538", "issue:45542", "issue:45663", - "issue:45701", "issue:45812", "issue:45834", "issue:46402", "issue:46821" ], "soft_pairs": [ + "issue:35707|issue:40444", + "issue:41553|issue:43582", "issue:43482|issue:45538", "issue:44079|issue:45663", "issue:43632|issue:44534", @@ -3913,11 +3789,11 @@ "issue:43296|issue:46821", "issue:44829|issue:45479", "issue:43377|issue:45491", - "issue:43611|issue:43646", "issue:43818|issue:46402", + "issue:43611|issue:43646", "issue:42175|issue:43296", - "issue:43644|issue:44079", "issue:43818|issue:45357", + "issue:43644|issue:44079", "issue:43792|issue:43957", "issue:44265|issue:45072", "issue:45325|issue:45381", @@ -3927,225 +3803,226 @@ "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:44291|issue:44877", - "issue:42796|issue:45381", - "issue:43701|issue:45325", - "issue:43873|issue:45701" + "issue:43701|issue:45325" ], - "prepared_review_unit_hash": "1ead6352281f8ebdb21671ff53be81e32ac10b8a5d6a6ee2819cdf053b5039ec", + "prepared_review_unit_hash": "0bb962273f86a7a32ba8c2e9733c9c2f2a530b43cb510bcdf2762d875524e23b", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36961, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36979, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated bug reports. There is a loose Transformers v5 model-loading/initialization theme, but the soft pairs do not look like the same concrete bug/change, so I rejected them all. Issue 43611 is the best umbrella representative among the issues, but only for the v5 loading subset.", - "confidence": 0.69, - "canonical_issue_reason": "No single issue cleanly represents the whole heterogeneous set; 43611 is the closest umbrella candidate because it captures the broad Transformers v5 model-loading regression theme that several other reports partially resemble.", + "summary": "Mostly unrelated issue reports. I found one clear duplicate pair around SigLIP2 (implementation discrepancy vs bad outputs on a specific model). No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43493 is the better root-cause report: it describes the HF-vs-JAX SigLIP2 implementation discrepancy that likely underlies the bad AutoModel/pipeline behavior in issue:43994.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best anchor because it is the broadest user-facing loading failure in the cluster and the most likely reference point for the v5 init/load regressions.", + "best_issue_reason": "issue:43493 is the most representative and generalizable report for the accepted SigLIP2 bug, with issue:43994 serving as a concrete symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different problems: generation with inputs_embeds/past_key_values vs finetuning Qwen2.5-VL on multi-image iterable data." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: tokenizer loading error messaging vs Apple Silicon allocator warmup TypeError." + }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Both concern tokenization behavior, but one is a GGUF loading failure and the other is a model_max_length default; different bugs." + "reason": "Different tokenizer-related regressions: GGUF loading under v5 vs CLIPTokenizer model_max_length behavior." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "A ModelOutput key-assignment bug and a Gemma4 FSDP shared_kv_states issue are unrelated code paths." + "reason": "Not the same bug: ModelOutput key assignment logic vs Gemma-4 FSDP2 shared_kv_states rebuild KeyError." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about buffer serialization; not the same bug." + "reason": "Both are v5 regressions, but one is the _is_hf_initialized flag and the other is non-persistent buffer initialization; distinct code paths." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "One is dequantized model loading with offload, the other is Qwen3 MoE training memory usage; too different." + "reason": "Unrelated: device_map/offload loading failure vs MoE training memory inefficiency." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and an init_empty_weights/_is_hf_initialized TypeError are distinct failures." + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BOS/EOS insertion for a specific tokenizer." + "reason": "Related tokenization area, but not the same issue: runtime post-processor updates vs add_special_tokens BOS/EOS behavior." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "These are both backend/dependency issues, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs." + "reason": "Both mention TensorFlow packaging, but the concrete symptoms and install paths differ too much to treat as one bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping and a tokenizer regex AttributeError are unrelated." + "reason": "Completely different: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer junk are different internal regressions." + "reason": "Different regressions: ModelOutput key bookkeeping vs non-persistent buffer contents in v5." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json and the other returns wrong Granite token IDs; not the same bug." + "reason": "Both are AutoTokenizer regressions, but one is ignoring tokenizer.json and the other is Granite-specific token ID corruption." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "A PaddleOCR-VL load failure in vLLM and a TimesFM window_size AttributeError are unrelated." + "reason": "Unrelated model-loading failure vs TimesFM window_size AttributeError." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are degenerate training reports, but one is tied to flash_attention_3 and the other to single_label_classification with num_labels=1." + "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is num_labels=1 loss degeneration." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention batching/padding, but MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are different model/code-path bugs." + "reason": "Different batching/masking bugs in different models; not the same underlying defect." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Both are v5 model-loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge." + "reason": "Unrelated: Video-LLaVA architecture/weight-sharing issue vs Sam3 text encoder weights not loading." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing issues and Sam3Model text encoder loading are unrelated." + "reason": "Both are broad Transformers v5 regressions, but they affect different initialization/loading paths." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Different backend/package problems with different models and runtime contexts." + "reason": "No meaningful overlap: TensorFlow packaging vs PaddleOCR-VL loading in vLLM." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate regressions." + "reason": "Different multimodal model issues: Video-LLaVA tower behavior vs Qwen3.5 save_pretrained visual key regression." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Video-LLaVA architecture problems and Qwen3.5 save_pretrained visual-key serialization are different issues." + "reason": "Non-persistent buffer junk vs ModelOutput key assignment are unrelated bugs." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper failing to run and meta-device loading breakage are both load-related but not the same concrete bug." + "reason": "Both are loading-related, but whisper-large-v2 runtime failure and meta-device model loading are distinct." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are unrelated." + "reason": "Unrelated: torch.export with torch_compilable_check vs bf16 inference dtype mismatches." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video-input vision_position_ids; not clearly the same code-path." + "reason": "Related Qwen2.5-VL area, but one is still-image temporal position scaling and the other is video vision_position_ids; not the same concrete bug." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2, but one claims HF/JAX implementation mismatch and the other reports bad AutoModel/pipeline outputs; related but not confirmed duplicate." + "accept": true, + "reason": "Same underlying SigLIP2 implementation bug: 43493 reports the HF-vs-JAX discrepancy, and 43994 shows the resulting bad outputs on a concrete model/pipeline." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL video position-id issues are different symptoms." + "reason": "Different multimodal problems: multi-image iterable finetuning failure vs Qwen2.5-VL video position-id bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index errors are unrelated." + "reason": "Different Qwen2.5-VL/Kosmos2.5 issues with separate failure modes and models." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "One is a broken lm_head weight tie causing garbage generation; the other is inconsistent serialization depending on device." + "reason": "Both involve lm_head weights, but one is missing weight tying and the other is serialization inconsistency by device." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are different bugs." + "reason": "Unrelated: Qwen3Moe FP8 configuration failure vs Qwen2.5-GGUF loading under v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "An unexpected _is_hf_initialized argument and strict config blocking granite_speech are unrelated." - }, - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different problems." + "reason": "Different config/loading problems: unexpected _is_hf_initialized argument vs strict config rejection for granite_speech." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:45701", - "accept": false, - "reason": "Quantization/offloading behavior and version-dependent tokenization changes do not describe the same bug." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index/position-id behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays within what the issue titles support, uses cautious language for the SigLIP2 pairing, and the soft-edge rejections are generally conservative. No pull requests are present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4157,10 +4034,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:34634", "issue:35707", @@ -4175,7 +4052,6 @@ "issue:43257", "issue:43262", "issue:43317", - "issue:43322", "issue:43377", "issue:43454", "issue:43526", @@ -4198,26 +4074,28 @@ "issue:44568", "issue:44610", "issue:44898", - "issue:44991", "issue:45072", + "issue:45381", "issue:45584", + "issue:45701", "issue:45759", "issue:45823", "issue:45920", "issue:45923", - "issue:46050", "issue:46209", "issue:46305", "issue:46315", "issue:46821" ], "soft_pairs": [ + "issue:42796|issue:45381", + "issue:43873|issue:45701", "issue:44479|issue:45823", "issue:43606|issue:44265", "issue:40990|issue:45584", "issue:43262|issue:43746", - "issue:43828|issue:46821", "issue:43881|issue:44488", + "issue:43828|issue:46821", "issue:35707|issue:41720", "issue:34634|issue:35707", "issue:43454|issue:43550", @@ -4239,225 +4117,216 @@ "issue:42617|issue:42915", "issue:43749|issue:44534", "issue:43572|issue:45759", - "issue:43526|issue:43883", - "issue:43322|issue:46050", - "issue:41720|issue:43322", - "issue:43881|issue:44991" + "issue:43526|issue:43883" ], - "prepared_review_unit_hash": "405ef90a0ba61ff06578c6951af963d6438de04f4a45adde2871e38bc8b92ce7", + "prepared_review_unit_hash": "40acb9e4fbe8be2dcec83aee33ae6b7f9bb130e10d39e673083ac481d0aea1d4", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37101, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36241, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated bug reports across tokenization, multimodal loading, quantization/offloading, generation, and training. None of the soft-edge pairs look like the same underlying issue, so they should all be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs across tokenization, multimodal loading, quantization/offloading, generation, and training; the soft pairs are mostly false positives.", + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, multimodal, offloading, loading, and training bugs. None of the soft pairs look like the same underlying defect, so no deduplication merge is justified.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the cluster mixes many unrelated bug families; the broadest item (43873) is too generic to represent the others.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative is needed, issue 43873 is the broadest loading/offloading report with the most cluster-like context, but it still does not subsume the rest.", + "best_issue_reason": "No issue is a good global representative for deduping this cluster; even the broadest reports are about different code paths and symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Both are multimodal failures, but one is a video-input regression in Qwen-family models and the other is a Gemma4 PLE device mismatch; different code paths and failure modes." + "reason": "Tokenizer BPE-marker handling vs video vision_position_ids are different bugs in different subsystems." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + "reason": "Quantized/offloaded loading problems are not the same as a tokenizer regression." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement in multimodal models, but the concrete failures and models are different." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation are unrelated bugs." + "reason": "High perplexity on a language model is not the same issue as Whisper empty-transcription generation failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT adapter checkpoint loading." + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are different code paths." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "These are different failures: dtype mismatch under autocast versus a TimesFM window_size AttributeError." + "reason": "Two model-loading failures, but for different models and likely different root causes." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "glm-4v loading failure and sleng-bert tokenizer loading failure affect different models and code paths." + "reason": "Autocast dtype mismatch and a window_size AttributeError are unrelated defects." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Generation with inputs_embeds/past_key_values is unrelated to an auto device-map CUDA assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "BarkProcessor voice_preset is a processor preset bug, not a generation-cache bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying bug in AyaVision is unrelated to Bamba torch.compile SDPA failure." + "reason": "Weight tying in AyaVision and torch.compile SDPA failures are different problems." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both mention model loading/forward issues, but CPU offload device mismatch and DAC.from_latents vs forward mismatch are different bugs." + "reason": "CPU offload device mismatch and DAC STE mismatch do not share the same root cause." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are unrelated." + "reason": "Doc example mismatches/quantization errors are not the same as iterable-dataset multi-image finetuning failures." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export.export failures on torch_compilable_check." + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export compatibility checks." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device mapping, but Qwen3 cudaErrorAssert and Gemma4 PLE forward mismatch are not the same code-path problem." + "reason": "Both mention device_map=auto, but model family, error, and failure point differ." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batched-vs-single mismatch is unrelated to OmDet-Turbo image-size mismatch." + "reason": "Padding-mask batching differences are unrelated to a processor/model image-size mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Off-by-one sliding-window masking and tokenizer convert_tokens_to_ids slowdown are unrelated." + "reason": "Sliding-window off-by-one and token-ID lookup performance regression are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Accelerate+deepspeed MoE weight conversion and a missing gradient-checkpointing flag are different bugs." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms; not the same concrete bug." + "reason": "Both are tokenizer regressions, but one is special-token insertion for a single tokenizer while the other affects token IDs across multiple models." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 PLE device mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer BPE markers and FP8 inference on B200 are completely different issues." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying causing garbage generation is unrelated to bfloat16 dtype mismatches in inference." + "reason": "LM head weight tying and bfloat16 dtype mismatches are distinct code-path failures." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader quantization offloading issue; not the same bug." + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broad quantization offloading report; not the same concrete bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask correctness and Perceiver non-default-resolution interpolation are different model bugs." + "reason": "MIMI batch-padding behavior and Perceiver non-default resolution handling are separate model-specific bugs." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are unrelated." + "reason": "Weight tying in AyaVision is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model is unrelated to LoRA gradient checkpointing being ineffective." + "reason": "Perplexity evaluation on gpt-oss-20b is unrelated to gradient checkpointing with PEFT LoRA." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "A 3d_parallel.py runtime problem is not the same as a Qwen3Moe FP8 configuration failure." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different regressions." + "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same defect." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config in composite Qwen multimodal configs." + "reason": "Missing pad_token_idx in a config and unwrapping text_config for composite multimodal configs are different API issues." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "reduce_labels returning one label and Molmo missing all_tied_weights_keys are unrelated." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Llava Next segmentation fault and sinq save/load quantization breakage are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3 device-map cudaErrorAssert and Llava Next loading segfault are different model/loading failures." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "glm-4v loading failure and EMBEDDIA/est-roberta tokenizer loading regression are unrelated." + "reason": "BeitImageProcessorFast label reduction and Molmo weight-tie metadata are unrelated." } ] }, @@ -4476,14 +4345,13 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:26413", "issue:28530", - "issue:33666", "issue:36010", "issue:36331", "issue:40990", @@ -4493,43 +4361,47 @@ "issue:43065", "issue:43295", "issue:43317", + "issue:43322", "issue:43404", "issue:43450", - "issue:43531", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43646", "issue:43708", "issue:43720", "issue:43873", + "issue:43881", "issue:44008", "issue:44186", "issue:44387", "issue:44423", "issue:44466", "issue:44610", + "issue:44734", "issue:44756", "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", - "issue:45161", "issue:45357", "issue:45406", - "issue:45632", - "issue:45684", "issue:45685", "issue:45701", "issue:45704", "issue:45823", + "issue:46050", "issue:46402", + "issue:46612", "issue:46665", - "issue:46821" + "issue:46821", + "issue:46858" ], "soft_pairs": [ + "issue:43322|issue:46050", + "issue:43881|issue:44991", + "issue:41720|issue:43322", "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:41720|issue:44977", @@ -4537,238 +4409,242 @@ "issue:44466|issue:45357", "issue:44877|issue:44991", "issue:43450|issue:45701", - "issue:40990|issue:45701", "issue:43065|issue:46402", + "issue:40990|issue:45701", "issue:44186|issue:45072", + "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:41720|issue:42617", - "issue:26413|issue:28530", "issue:43550|issue:43720", - "issue:43577|issue:43708", + "issue:46612|issue:46858", "issue:45685|issue:46821", + "issue:43577|issue:43708", "issue:43295|issue:45701", "issue:43550|issue:43606", "issue:43646|issue:46665", "issue:44186|issue:44610", "issue:42915|issue:43317", - "issue:44610|issue:44898", "issue:43404|issue:45357", - "issue:44008|issue:45823", - "issue:44423|issue:45406", + "issue:44610|issue:44898", + "issue:44734|issue:46858", "issue:36010|issue:42617", - "issue:45632|issue:45684", - "issue:41720|issue:45161", - "issue:43531|issue:43572", - "issue:28530|issue:33666" + "issue:44423|issue:45406", + "issue:44008|issue:45823" ], - "prepared_review_unit_hash": "b2ba85ca9f7d4447b1b8258afee176358379aca6b809c5a2c715b646dea99d9a", + "prepared_review_unit_hash": "30bd9a7719cc972eeb90c9eaba208966fa2366d75c67cb3ca39a025634d11545", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36209, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "soft_pair_count": 31, + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not form a true duplicate set: most items are unrelated Transformers bug reports that only share broad subsystem similarity. I would reject every soft edge. If a single representative is needed, issue 43708 is the strongest canonical issue because it describes a concrete, well-scoped Trainer checkpoint-resume regression with clear reproduction conditions.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 43708 is the most concrete and actionable report in the cluster: it has a specific regression, a clear failure mode, and a narrow code path (Trainer resume_from_checkpoint / max_steps).", + "summary": "This set is a grab-bag of unrelated trainer, tokenizer, multimodal, quantization, serving, and cache bugs. None of the soft pairs look like the same underlying defect, so all are rejected. Issue 43708 is the strongest standalone bug report, but there is no true cluster-wide canonical issue.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43708 is the best representative because it is specific, reproducible, and bug-focused, unlike many other items that are either broader, model-specific, or only loosely related.", + "best_issue_reason": "issue:43708 is the clearest, most actionable regression report in the set, with a precise trainer checkpoint/max_steps repro; however, the overall collection is too heterogeneous to treat it as a real canonical cluster issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Both are loading-related, but one is a Llava Next segfault and the other is a save/load breakage after sinq quantization; different models and failure modes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V model loading failure vs tokenizer loading for est-roberta; unrelated subsystems and artifacts." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device map CUDA assert on Qwen3 vs segfault loading Llava Next; different model families and code paths." + }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Different failures: a Trainer API signature regression vs a generic inability to run 3d_parallel.py." + "reason": "Unexpected compute_loss keyword argument in Trainer vs a 3d_parallel.py runtime failure; no shared root cause." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Unrelated problems: int4 quantization OOM vs a T5/apex RMSNorm memory leak." + "reason": "Int4 quantization OOM vs T5 using apex.FusedRMSNorm memory leak; both memory-related but not the same bug." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen models, but the concrete bugs differ: device-map CUDA assert vs flash-attention generation behavior." + "reason": "Same broad Qwen family, but device-map CUDA assert and flash-attention generation failure are distinct code paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "No same underlying bug: compute_loss kwargs regression vs Qwen3Moe FP8 config failure." + "reason": "CustomTrainer.compute_loss API mismatch vs Qwen3MoE FP8 loading failure; unrelated bugs." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both mention serialization/save behavior, but one is tied lm_head.weight and the other is wrong visual encoder keys." + "reason": "Both involve serialization, but one is lm_head tying/device-dependent while the other is incorrect visual encoder key saving in Qwen3.5." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different root causes: strict config blocking granite_speech vs tokenizer loading failure for a specific model." + "reason": "Strict config loading for granite_speech vs tokenizer loading for est-roberta; unrelated issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to a version-dependent tokenization change." + "reason": "Video processor batching shape bug vs tokenizer version-dependent behavior; different components and symptoms." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Perplexity anomaly on GPT-OSS is not the same as a tokenization version regression." + "reason": "Sam3 pixel decoder Conv2d placeholder vs Sam3 text encoder weights not loading; same model family, different concrete problems." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Different models and code paths: dummy Conv2d in Sam3PixelDecoder vs missing Sam3 text encoder weight loading." + "reason": "Perplexity regression on gpt-oss vs tokenization changes across versions; not the same failure." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in inference." + "reason": "LayoutLMv2Tokenizer crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure vs early stopping metric lookup disabling; both Trainer-related but different bugs." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload behavior and Strix Halo mmap OOM are different issues with different fixes." + "reason": "Quantization offload expectations vs mmap OOM on Strix Halo; different memory/offload mechanisms and root causes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3-VL auto device mapping and a 3d_parallel.py execution failure are not the same bug." - }, - { - "left": "issue:26413", - "right": "issue:28530", - "accept": false, - "reason": "Checkpoint resume iterator failure vs early stopping metric lookup are separate Trainer features." + "reason": "Qwen3 auto device mapping CUDA assert vs 3d_parallel.py failure; no shared underlying bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "torch.compile + SDPA issue in Bamba vs packed-weight unpacking during accelerate loading for BitNet; distinct code paths." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "One is a dtype propagation bug in Blip2 loading; the other is a max_steps miscalculation on resume_from_checkpoint." + "reason": "Both touch generation cache logic, but one is missing cache reorder support and the other is device-tensor seq_length arithmetic; not the same bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram support error in MoE models is unrelated to TimesFM window_size AttributeError." + "reason": "MPS histogram on Int in moe vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Trainer resume max_steps miscalculation; different models and layers." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression is about multimodal API breakage, not tokenization differences across versions." + "reason": "Processor/tokenizer regression in custom model code vs version-driven tokenization changes; too broad and not the same defect." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "These are distinct runtime failures in different models and subsystems: torch.compile/SDPA vs CPU-offload device mismatch." + "reason": "Bamba torch.compile/SDPA failure vs CPU offload device mismatch for bark-small; different model/runtime issues." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern custom model loading, but the concrete failures differ: initialization breakage vs from_pretrained behavior inside Python classes." + "reason": "Both mention custom model/loading behavior, but one is Transformers 5.0 init breakage and the other is inconsistent from_pretrained inside Python classes; not one concrete bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + "reason": "Tokenizer crash on NER/batched padding vs OmDet processor producing wrong image size; unrelated preprocessing bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure is not the same as dequantized model loading with gpu+cpu offload." - }, - { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Different vision preprocessing bugs: OmDet-Turbo returns 640px while Perceiver fails at non-default resolution." + "reason": "Qwen3MoE FP8 load failure vs dequantized model load failure with gpu+cpu offload; both quantization-related but different mechanics." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weight serialization in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "lm_head weight tying issue in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different models and serialization problems." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are different bugs." + "reason": "Processor output resolution mismatch vs Perceiver non-default resolution failure; both vision-input related, but distinct bugs." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Continuous batching crash from str.to is not the same as Gemma4Processor missing _tokenizer." + "reason": "KV cache continuation tensor indexing bug vs cache.get_seq_length returning a device tensor; both cache-related but not the same code-path problem." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing GenerationMixin from transformers.generation has no relation to running 3d_parallel.py." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Qwen3-VL device-map assert and GPT-OSS tensor-parallel failure are different model-specific issues." + "reason": "GenerationMixin import error vs 3d_parallel.py failure; unrelated." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + "reason": "Multimodal continuous-batching crash from calling .to() on a string vs Gemma4Processor missing _tokenizer; both serve-related but different attribute bugs." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Early stopping metric handling is unrelated to Qwen2-VL multi-GPU training." + "reason": "Gemma3n forward variable collision vs Gemma4 device mismatch with auto device map; unrelated model/runtime issues." } ] }, @@ -4787,32 +4663,30 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:28530", "issue:29159", "issue:30064", "issue:33357", - "issue:34567", + "issue:33666", "issue:34634", "issue:35707", "issue:36032", "issue:36331", "issue:41720", - "issue:42490", "issue:42915", "issue:43316", "issue:43322", - "issue:43329", - "issue:43388", "issue:43425", "issue:43526", "issue:43531", "issue:43540", "issue:43550", + "issue:43572", "issue:43606", "issue:43653", "issue:43716", @@ -4824,26 +4698,32 @@ "issue:44186", "issue:44361", "issue:44387", + "issue:44464", "issue:44492", "issue:44509", "issue:44534", - "issue:44589", "issue:44671", "issue:44743", "issue:44913", - "issue:45059", - "issue:45406", - "issue:45464", + "issue:45161", + "issue:45632", + "issue:45684", "issue:45701", "issue:45704", "issue:45759", "issue:46291", "issue:46665", - "issue:46821" + "issue:46821", + "issue:46858" ], "soft_pairs": [ - "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666", "issue:42915|issue:46291", + "issue:44671|issue:44743", "issue:36331|issue:41720", "issue:43526|issue:43881", "issue:44186|issue:44361", @@ -4855,226 +4735,206 @@ "issue:33357|issue:35707", "issue:43540|issue:43782", "issue:30064|issue:34634", - "issue:43873|issue:45704", - "issue:43550|issue:43653", - "issue:29159|issue:36032", "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:43873|issue:45704", "issue:44387|issue:45701", + "issue:29159|issue:36032", "issue:43606|issue:43720", "issue:44534|issue:46665", "issue:43531|issue:45759", - "issue:41720|issue:43746", - "issue:42490|issue:43329", - "issue:43388|issue:45059", - "issue:45406|issue:45464", - "issue:43606|issue:43653", - "issue:34567|issue:35707", - "issue:43531|issue:46821", - "issue:34634|issue:41720", - "issue:43531|issue:44589" + "issue:41720|issue:43746" ], - "prepared_review_unit_hash": "e5128359cb54b6499c387cb3ebfd6e188242366e2598d943957509e178d69c5b", + "prepared_review_unit_hash": "66729ca53b82b1b4a78d52fe6c948a6c9f74b96add6f7279480fd4647b953726", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36602, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34990, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated Transformers bug reports spanning tokenizers, multimodal processors, loading/offloading, generation, and training-state issues. The soft pairs share broad subsystem language, but none look like the same concrete bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it has the strongest discussion/references and covers a common loading/offloading/quantization failure mode that overlaps thematically with several other reports.", + "summary": "This cluster is heterogeneous: the items span unrelated model, tokenizer, cache, quantization, and docs/runtime issues. I do not see any true duplicates among the soft-edge pairs; they mostly share broad subsystem vocabulary rather than the same underlying bug. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46858 is the most concrete and technically specific runtime bug in the set, but there is no strong single canonical issue because the cluster is not a duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best umbrella issue for this cluster because it is high-traffic, user-facing, and broad enough to represent the main loading/offloading regression theme without being overly model-specific.", + "best_issue_reason": "issue:46858 is the best representative issue here: it has a precise failure mode, clear code-path impact, and is more actionable than the broader or more generic reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: cache-path collision for local models vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache, but one is inconsistent compiled chunked generation outputs and the other is a static-cache seq_length tensor arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures: cudaErrorAssert with auto device mapping vs tensor-parallelism not working for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE sliding window behavior vs a missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Different models and failure modes: CamemBERT masked-LM predictions vs Qwen3 recurrent state reset in modular code." + "reason": "Early stopping metric selection problem is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "One is a Qwen3Moe FP8/config load error; the other is a pipelines import-time dependency/version requirement issue." + "reason": "Qwen3Moe FP8 loading failure is unrelated to pipelines import breaking on kernels version/revision requirements." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are model correctness bugs, but one is CamemBERT masked-LM output drift and the other is Qwen3_5 cache state reset logic." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device-mapping CUDA assert failures." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto-device-map cuda assertions." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are different code paths and symptoms." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but for different tokenizers and different crashes; not the same underlying defect." + "reason": "Both tokenizer-related, but they affect different tokenizers and different failure modes." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch compatibility and TimesFM window_size AttributeError are unrelated." + "reason": "Torch 2.10 incompatibility is not the same bug as TimesFM window_size AttributeError." }, { "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to TimesFM window_size handling." + "reason": "Image preprocessor dtype mismatch is unrelated to TimesFM window_size handling." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are distinct config bugs." + "reason": "Different config serialization/API bugs: Gemma3TextConfig discrepancy vs GPTNeoX rotary_pct reload regression." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config loading and Llava Next segmentation fault are different model-specific failures." + "reason": "FP8 config failure for Qwen3Moe is unrelated to Llava Next segmentation faults on load." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric resolution and void segmentation-map processing are unrelated." + "reason": "Early stopping metric lookup is unrelated to void segmentation map processing in an image processor." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen3 multimodal, but one is video-input processing and the other is from_pretrained weight loading; different paths." + "reason": "Video input processing error in Qwen3OmniMoe is not the same as Qwen3VL weight_only from_pretrained failure." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map handling and BarkProcessor voice_preset are unrelated features." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Quantization/offloading OOM is unrelated to T5's apex.FusedRMSNorm memory leak." + "reason": "A typo in cache strategy docs is unrelated to stale pipeline-task documentation." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency and T5 add_special_tokens name conflict are different tokenizer issues." + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are separate problems." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + "reason": "int4 quantization memory growth is unrelated to tokenization changing across versions." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Int4 quantization memory regression and tokenization differences across versions are unrelated." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different loading bugs." + "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking are distinct accelerate/loading issues." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption in v5 and inconsistent from_pretrained behavior inside Python classes are not the same bug." + "reason": "Non-persistent buffer junk values in v5 are unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and composite Qwen 3.5/3.6 config unwrapping are different code paths." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "Trailing-slash import warning and undefined video-branch helpers in multimodal token counting are distinct issues." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "gather_for_metrics tuple-label truncation and SAM3 text/bbox odd behavior are different problems." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are separate service/model bugs." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "TrainerState token-count tracking and generation with inputs_embeds/past_key_values do not share the same root cause." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 A800 CUDA assert are different model-specific failures." - }, - { - "left": "issue:43531", - "right": "issue:46821", - "accept": false, - "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError only overlap by terminology, not by implementation or bug." + "reason": "Auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different failures." } ] }, @@ -5093,62 +4953,72 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:30064", - "issue:36010", + "issue:34567", + "issue:34634", + "issue:35707", "issue:39692", "issue:41720", - "issue:42886", + "issue:42490", + "issue:43329", "issue:43381", + "issue:43388", "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", "issue:43644", "issue:43653", "issue:43746", - "issue:43782", "issue:43844", - "issue:43873", "issue:43927", - "issue:43994", "issue:44062", "issue:44077", - "issue:44186", "issue:44368", "issue:44451", - "issue:44514", - "issue:44545", + "issue:44589", "issue:44610", "issue:44625", - "issue:44671", - "issue:44843", "issue:44898", "issue:44918", "issue:44936", "issue:44987", "issue:44991", "issue:45042", + "issue:45059", "issue:45072", "issue:45357", - "issue:45381", + "issue:45406", + "issue:45464", "issue:45479", "issue:45704", "issue:45759", "issue:45859", "issue:45923", - "issue:46032", "issue:46050", "issue:46402", - "issue:46463", "issue:46655", "issue:46665", - "issue:46693" + "issue:46693", + "issue:46821", + "issue:46858" ], "soft_pairs": [ - "issue:44451|issue:44991", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:43531|issue:46821", + "issue:34567|issue:35707", + "issue:43540|issue:46858", + "issue:34634|issue:41720", + "issue:43531|issue:44589", "issue:45357|issue:46402", + "issue:44451|issue:44991", "issue:45759|issue:45859", "issue:44077|issue:44625", "issue:43644|issue:46665", @@ -5165,237 +5035,211 @@ "issue:43421|issue:43927", "issue:44918|issue:44936", "issue:43381|issue:45704", - "issue:45704|issue:45923", - "issue:42886|issue:44843", - "issue:44514|issue:44545", - "issue:45759|issue:45923", - "issue:46032|issue:46463", - "issue:39692|issue:43873", - "issue:43746|issue:43873", - "issue:43994|issue:44671", - "issue:43421|issue:43653", - "issue:30064|issue:36010", - "issue:43421|issue:44186", - "issue:43782|issue:45381" + "issue:45704|issue:45923" ], - "prepared_review_unit_hash": "1259032e93dc9a38764a7517685d5d3e8b1e236b6fbdc534a86ca531decad115", + "prepared_review_unit_hash": "0ab7effe1fab0b03f12e9325439d1aa6f1dc99d7716a5fa58d994ae398bc089f", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36366, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and does not form one duplicate cluster; almost all soft pairs are false positives across different bugs/models. The only true duplicate is the Qwen2_5_VLProcessor batched-input crash pair (issue:44514 and issue:44545).", - "confidence": 0.96, - "canonical_issue_reason": "issue:44545 is the cleanest representative because it is an exact duplicate of issue:44514 with the same title and the same concrete crash scenario.", + "summary": "This cluster is not a true duplicate set: the items span many unrelated bugs across trainers, tokenizers, multimodal processors, loading/saving, and performance regressions. None of the soft pairs look like the same underlying defect, so they should all stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45042 is the strongest representative bug report here: it is concrete, regression-like, and well-scoped to a specific image-processing code path, with broader triage value than the other heterogeneous items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best issue to keep: it describes a specific, reproducible bug and has a direct duplicate in the set, while the other items are unrelated or only loosely similar.", + "best_issue_reason": "Issue 45042 is the best overall issue for the cluster because it is actionable, reproducible, and clearly describes a single code-path problem rather than a vague or example-only failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different failures: a trailing-slash local model import warning vs undefined helpers in multimodal video token counting." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Unrelated code paths: last-batch metric gathering truncation vs SAM3 text/bbox behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashes from a missing processor attribute are not the same as a Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are separate bugs in different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling is unrelated to TimesFM's missing window_size attribute." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are distinct problems." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to cache seq-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling and Qwen3 auto device mapping CUDA asserts are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both are tokenizer-loading failures, but they target different models and likely different breakpoints; too broad to treat as one bug." + "reason": "A sliding_window config issue is not the same as a float8 storage lookup/type error." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different model families and different failure modes: incorrect visual encoder keys vs missing text encoder weights." + "reason": "Incorrect save_pretrained visual keys in Qwen3.5 is unrelated to Sam3Model text encoder weight loading." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "These are separate model/tokenizer loading failures for different models and failure modes." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "One is about unwrapping text_config in from_config; the other is a CPU-offload incompatibility in rotary embedding forward. Not the same code-path." + "reason": "from_config text_config unwrapping and CPU-offload incompatibility in rotary embedding are not the same bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Both involve config-related behavior, but one is about post_init validation and the other about num_labels propagation; not the same underlying bug." + "reason": "Optional post_init policy for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are unrelated issues." + "reason": "Non-persistent buffer corruption and from_pretrained behavior inside Python classes do not share the same underlying defect." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument construction error is unrelated to a model-specific load failure." + "reason": "An AddedToken keyword collision is unrelated to ScandiBERT model loading." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failure modes: image interpolation vs bfloat16 dtype mismatch." + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are separate inference problems." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model and an image-processor torchvision dependency regression are not the same bug." + "reason": "Model loading failure for one repo is not the same as PIL image processors incorrectly requiring torchvision." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both concern classification config, but one is config propagation and the other is zero-loss behavior for num_labels=1; separate bugs." + "reason": "Num-label propagation into text config is different from the single-label-classification zero-loss bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are distinct training issues." + "reason": "Gradient checkpointing in eval mode and gradient explosion under ZeRO-3 are unrelated training issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "A broken documentation example and a processor/model input-size mismatch are unrelated." + "reason": "Documentation/example errors do not match a processor/model resolution mismatch in OmDet-Turbo." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys are different problems." + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys being saved." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Incorrect video padding calculation is unrelated to a flash-attention performance regression." + "reason": "Video padding calculation and long-context FA2 performance regression are different bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and quantized save/load breakage are different code paths and model behaviors." + "reason": "Local checkpoint loading with PEFT adapters is unrelated to quantized save/load breakage after sinq." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "cuda assert during Qwen3 device mapping is unrelated to T5's apex RMSNorm memory leak." + "reason": "A CUDA assert in Qwen3 auto device mapping is not the same as an apex RMSNorm memory leak." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing and saved custom token IDs are related to tokenization, but they are different bugs and different failure points." + "reason": "Runtime post-processor updates for special tokens and config token-ID persistence are distinct issues." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Trainer embedding unpacking failure and evaluate-after-train failure are different trainer issues." + "reason": "TRL SFT unpacking of Qwen3.5 embeddings is unrelated to trainer.evaluate failing after train()." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Eval-mode gradient checkpointing and apex RMSNorm memory leak are unrelated." + "reason": "These are entirely different failures: checkpointing mode restrictions vs a T5/apex memory leak." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different models and different concerns: memory leak vs missing supports_gradient_checkpointing flag." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both break offline behavior, but one is cache loading and the other is an unconditional model_info call in a specific regex patch; not the same concrete bug." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are near-verbatim duplicates with the same title and the same Qwen2_5_VLProcessor batched-input crash." - }, - { - "left": "issue:45759", - "right": "issue:45923", - "accept": false, - "reason": "Composite config unwrapping and missing gradient-checkpointing support are unrelated." - }, - { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Mamba2Mixer incorrect results with use_cache and T5 decoder validation error-message quality are not the same issue." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "A SigLIP2 doc example problem is unrelated to quantization offloading behavior." - }, - { - "left": "issue:43746", - "right": "issue:43873", - "accept": false, - "reason": "Local checkpoint loading with adapters and quantization/offloading behavior are different bugs." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different model families and different outcomes: nonsensical SigLIP2 results vs incorrect CamemBERT masked-LM predictions." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "One is runtime special-token post-processor updates; the other is BigBirdTokenizer mask token registration/empty decode output." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Image segmentation map processing and GenerationMixin import failure are entirely unrelated." - }, - { - "left": "issue:43421", - "right": "issue:44186", - "accept": false, - "reason": "Tokenizer post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids issue are different multimodal failures." + "reason": "A memory leak in apex FusedRMSNorm is unrelated to a missing supports_gradient_checkpointing flag." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted pair, issue:44514 / issue:44545, is well supported as a near-duplicate batched-input crash report. The other soft pairs are generally separated by different model families, subsystems, or failure modes, so the rejection calls are defensible. No mergeability problems here." - }, - "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 }, @@ -5407,314 +5251,303 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:30064", - "issue:36331", + "issue:36010", "issue:39692", - "issue:41720", + "issue:42886", "issue:43295", - "issue:43335", + "issue:43421", "issue:43531", "issue:43540", "issue:43550", "issue:43596", - "issue:43611", "issue:43618", "issue:43643", "issue:43653", "issue:43697", "issue:43720", - "issue:43756", + "issue:43746", + "issue:43782", "issue:43819", - "issue:43927", + "issue:43873", + "issue:43994", "issue:44008", "issue:44062", "issue:44186", "issue:44220", - "issue:44442", - "issue:44448", - "issue:44485", + "issue:44361", "issue:44488", - "issue:44509", + "issue:44514", + "issue:44545", "issue:44661", "issue:44671", - "issue:44821", "issue:44843", - "issue:44877", - "issue:44898", - "issue:44991", + "issue:44995", "issue:45072", "issue:45081", - "issue:45084", "issue:45356", "issue:45381", + "issue:45759", "issue:45834", "issue:45907", + "issue:45923", "issue:45987", + "issue:46032", "issue:46294", - "issue:46665", + "issue:46463", "issue:46693", "issue:46829", - "issue:46832" + "issue:46832", + "issue:46858" ], "soft_pairs": [ + "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:43746|issue:43873", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:44995|issue:46858", + "issue:43782|issue:45381", + "issue:43421|issue:44186", "issue:46829|issue:46832", "issue:45081|issue:45356", - "issue:45987|issue:46829", "issue:45356|issue:45907", + "issue:45987|issue:46829", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:43596|issue:44220", "issue:43295|issue:45834", "issue:43550|issue:45072", - "issue:43550|issue:43927", + "issue:43550|issue:44361", "issue:44062|issue:44488", "issue:43540|issue:46294", + "issue:44008|issue:46858", "issue:45381|issue:46693", "issue:44220|issue:44661", "issue:43531|issue:43643", - "issue:43611|issue:46665", - "issue:43618|issue:43697", - "issue:43653|issue:43819", - "issue:44186|issue:44898", - "issue:30064|issue:36331", - "issue:41720|issue:44991", - "issue:43643|issue:44877", - "issue:43550|issue:43819", - "issue:43335|issue:43756", - "issue:43540|issue:44008", - "issue:44843|issue:45081", - "issue:44821|issue:45084", - "issue:44485|issue:44509", - "issue:39692|issue:45834", - "issue:44186|issue:44442", - "issue:44448|issue:44671" + "issue:43618|issue:43697" ], - "prepared_review_unit_hash": "889385932f14a964effe0db4986ccabceceb7b2c4e23e2eae3e4d4dbfedb6845", + "prepared_review_unit_hash": "05291698c8ea49de2446ff219d382eddb9cebd9cf668b3231286b4b136bcfa76", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37261, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "soft_pair_count": 29, + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false positive: the items span unrelated tokenizer, model, config, performance, and documentation issues with no single shared underlying bug or change. All soft-edge links should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, spanning unrelated bugs across tokenizers, models, configs, and docs.", + "summary": "This cluster is mostly heterogeneous: nearly all pairs are related only by broad subsystem overlap, not the same underlying bug. The only clear duplicate is the Qwen2.5-VL batched `apply_chat_template` crash pair.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44545 is the best canonical issue because it is the clearest duplicate representation of the Qwen2.5-VL batched `apply_chat_template` crash and has slightly more context/activity than issue:44514.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the cluster as a whole; there is no common root cause or code path.", + "best_issue_reason": "issue:44545 is the strongest issue candidate overall: it cleanly captures the only true duplicate pair in this set and is well-scoped to the concrete crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Different components: VideoPrism output-field bug vs RT-DETR forward shape/type error." + "reason": "Both involve offline/tokenizer loading behavior, but one is cache resolution and the other is an unconditional `model_info()` call in Mistral regex patching; different bugs." }, { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both mention Mistral regex/tokenizer handling, but one is a backend_tokenizer crash and the other is a Kimi-K2.5 codec/regression issue." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "Unrelated cache API contract issue vs VideoPrism output misassignment." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same crash report for `Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`; titles are near-identical duplicate descriptions." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "Tokenizer regression vs Hub API revision forwarding; no shared root cause." + "reason": "Both touch model config/flags, but one is about unwrapping `text_config` in multimodal configs and the other is a missing `supports_gradient_checkpointing` attribute; not the same bug." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Packed-weight loading bug vs DAC latent reconstruction/STE mismatch." + "reason": "Different components and failures: Mamba2 cache/use-cache correctness vs T5 decoder input validation error messaging." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "BigBird special-token registration bug vs BitNet packed-weight loading bug." + "reason": "One is a SigLIP2 docs/example mismatch plus quantization failure, the other is offloading behavior with quantization; related theme, not the same underlying defect." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Zero3/BertModel init index error vs audio feature extraction helper issue." + "reason": "Both mention wrong model outputs, but they are different models and code paths (SigLIP2 pipeline vs CamemBERT masked LM predictions)." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs long-OCR indexing failure." + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to quantization offloading behavior." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different failures: torch.compile SDPA bug vs bfloat16 dtype mismatch." + "reason": "Both are tokenizer/special-token issues, but one is runtime post-processor updates and the other is BigBirdTokenizer mask token registration; different failure modes." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Compile-time attention bug vs DiaConfig custom token ID persistence error." + "reason": "Completely unrelated: void segmentation map processing vs `GenerationMixin` import error." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "AddedToken constructor error vs tokenizer load failure for a specific model." + "reason": "Both mention cache sequence length, but the first is a stale indexer cache in GlmMoeDsa and the second is a static-cache device-tensor arithmetic issue; different code paths." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is a chat-template video token/feature mismatch." + "reason": "Both are Qwen VL-family issues, but one is a `weight_only=True` load error and the other is wrong video `vision_position_ids`; not the same bug." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs long-context FA2 performance regression." + "reason": "Both involve tokenizers, but the specific failures are different: special-token post-processor updates vs LayoutLMv2 NER/batching crashes." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Audio feature extraction helper issue vs tokenizer-mapping model addition bug." + "reason": "Same model family, but different defects: output field assignment vs a forward-pass TypeError on feature-level mismatch." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Sliding-window Qwen3-MoE bug vs AutoConfig remote-code field loss." + "reason": "Both are about Mistral regex/tokenizer handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec-handling regression with a misleading warning; not clearly the same bug." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Base_model_prefix loading regression vs generic from_pretrained behavior in Python classes." + "reason": "Tokenizer regex/codec handling is unrelated to `list_repo_files` failing to forward `revision`." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "CLIP attentions field regression vs RT-DETR output divergence." + "reason": "StaticCache seq-length return type vs VideoPrism output field mismatch are unrelated." }, { - "left": "issue:43653", + "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token registration bug vs DAC latent reconstruction/STE mismatch." + "reason": "Different model families and failures: BitNet packed-weight loading vs DAC `from_latents`/STE mismatch." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default-resolution failure." + "reason": "Both are CI/model-loading-related, but one is tokenizer special-token registration and the other is BitNet packed-weight unpacking; no shared concrete bug." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Image processor void-segmentation bug vs CustomTrainer compute_loss kwarg incompatibility." + "reason": "Different subsystems and symptoms: Deepspeed ZeRO-3/BertModel init vs audio fbank feature extraction." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs tokenizer loading failure for est-roberta." + "reason": "Both are multimodal/model-loading issues, but one is processor/tokenizer access regression and the other is long OCR input index handling; not the same bug." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Remote-code config field loss vs strict granite_speech config loading." + "reason": "Different dtype/compile failures in different models; only broad inference-performance overlap." }, { "left": "issue:43550", - "right": "issue:43819", + "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile SDPA bug vs DAC latent reconstruction mismatch." + "reason": "One is torch.compile + SDPA in Bamba, the other is an MLukeTokenizer AttributeError; unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Sparse layer creation bug vs Smollm3 RoPE-layer dropping bug." + "reason": "Both involve tokenizers, but one is an `AddedToken` argument duplication bug and the other is a model load failure for `cjvt/sleng-bert`." }, { "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Video-input validation bug vs Gemma3n variable-name collision." - }, - { - "left": "issue:44843", - "right": "issue:45081", + "right": "issue:46294", "accept": false, - "reason": "Offline model_info call in _patch_mistral_regex vs backend_tokenizer AttributeError in the same helper; related area but distinct bugs." + "reason": "Both concern Qwen video input, but one is a Qwen3OmniMoe processing `ValueError` and the other is apply_chat_template feature/token count mismatch; different concrete failures." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "AutoImageProcessor URL-loading issue vs template-node compile error; unrelated." + "reason": "Gemma3n variable name collision is unrelated to static cache sequence-length arithmetic." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "GLM-5 RoPE discussion vs docs cleanup for removed pipeline tasks." + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "SigLIP2 docs/example errors vs Kosmos2.5 OCR index error." + "reason": "Audio feature extraction failure vs add-new-model-like mapping failure; no shared underlying bug." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code=True` losing fields in `AutoConfig`." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different model regressions: Pegasus output change vs CamemBERT masked-LM prediction bug." + "reason": "CLIPOutput attentions assignment and RT-DETR output differences are unrelated model-specific regressions." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:44514 / issue:44545, is well-supported by near-identical titles and matching crash descriptions, and the other rejections are framed cautiously without overstating evidence. No mergeability issues apply here because this cluster contains issues only." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5726,281 +5559,286 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:28218", - "issue:29159", + "issue:30064", "issue:34634", "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", "issue:43322", + "issue:43335", "issue:43388", - "issue:43421", "issue:43540", + "issue:43550", "issue:43577", - "issue:43582", "issue:43606", + "issue:43611", + "issue:43643", "issue:43644", + "issue:43653", "issue:43716", - "issue:43720", "issue:43749", - "issue:43782", + "issue:43756", "issue:43818", + "issue:43819", "issue:43825", - "issue:43827", - "issue:43931", - "issue:43950", "issue:43994", "issue:44008", - "issue:44291", + "issue:44186", + "issue:44442", + "issue:44448", "issue:44479", - "issue:44561", - "issue:44610", - "issue:44805", - "issue:44811", - "issue:44936", - "issue:44977", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", "issue:44991", - "issue:45020", "issue:45072", + "issue:45081", + "issue:45084", "issue:45183", - "issue:45381", "issue:45479", "issue:45584", "issue:45685", "issue:45834", - "issue:45987", "issue:46032", "issue:46291", - "issue:46294", - "issue:46463", - "issue:46512", - "issue:46846" + "issue:46665" ], "soft_pairs": [ + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:43540|issue:44008", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", "issue:43644|issue:43749", "issue:43322|issue:45685", - "issue:45183|issue:45479", "issue:34634|issue:36010", "issue:43606|issue:45072", + "issue:45183|issue:45479", "issue:45584|issue:45834", "issue:43716|issue:44008", "issue:44479|issue:45834", "issue:43388|issue:46032", "issue:44991|issue:46291", - "issue:43582|issue:46512", - "issue:43950|issue:45987", "issue:43825|issue:43994", - "issue:43577|issue:43818", - "issue:43782|issue:44977", - "issue:46294|issue:46463", - "issue:43421|issue:44811", - "issue:44561|issue:45020", - "issue:43931|issue:46846", - "issue:44805|issue:44936", - "issue:43540|issue:45381", - "issue:44610|issue:45072", - "issue:43825|issue:43827", - "issue:28218|issue:29159", - "issue:43720|issue:45072", - "issue:43749|issue:44291" + "issue:43577|issue:43818" ], - "prepared_review_unit_hash": "298d0534b487b523c1591addd27807b25c672e2f147c0340916c6fc991444f6f", + "prepared_review_unit_hash": "1247c1d841b199f923015e6d1db95cae1efb910b47c85f4571a08e5cd6fc312c", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35365, - "estimated_input_tokens": 8842, - "estimated_eval_tokens": 17940 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36179, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous transformer bugs across tokenizer, loading, vision/video, dtype, and trainer codepaths. Only the tokenizer pair around added-token spacing looks like the same underlying slow/fast tokenizer bug; the rest are too different to merge as duplicates.", - "confidence": 0.67, - "canonical_issue_reason": "issue:29159 is the better canonical issue for the tokenizer pair because it states the broader slow-vs-fast inconsistency, while issue:28218 is the more specific added-token spacing symptom.", + "summary": "No strong duplicate cluster emerges here: the items span unrelated bugs across tokenizers, model loading, generation, docs, and runtime backends. The soft pairs are mostly same-area but different concrete failures, so they should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue; the set mixes unrelated bugs across tokenizer, model loading, generation, docs, and runtime backends.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the strongest issue candidate overall: it is broad enough to cover the accepted tokenizer duplicate and is phrased at the right abstraction level for triage.", + "best_issue_reason": "No clear best issue for deduplication; none of these issues cleanly represents the others as the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Both are loading/runtime regressions, but one is about non-persistent buffers being corrupted and the other is FSDP CPU RAM-efficient loading; different bugs and codepaths." + "reason": "Both involve loading APIs, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside user classes; not the same bug." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "A Llava Next load segfault and an MPS histogram int-kernel error are unrelated failures." + "reason": "Tokenizer special-token registration and DAC latent decoding are unrelated code paths with different symptoms." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "One is input validation for input_ids/inputs_embeds, the other is a classification loss degeneration issue; not the same bug." + "reason": "LayoutLMv2 tokenizer padding/NER crashes and Perceiver interpolation failures are different model-specific bugs." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset handling and a GenerationMixin import error are unrelated." + "reason": "ImageProcessor segmentation-map handling and CustomTrainer loss signature mismatch are unrelated." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both mention mismatch-like symptoms, but they affect different models and different mechanisms (CPU offload device mismatch vs bfloat16 dtype mismatch)." + "reason": "Qwen3 auto device mapping CUDA asserts and est-roberta tokenizer loading failures are different failure modes." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are different model-specific failures." + "reason": "Both are config-loading related, but one loses fields via trust_remote_code and the other rejects granite_speech under strict config checks." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "A dtype mismatch between image preprocessor and model is unrelated to a Gemma3n forward variable-name collision." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are separate architecture issues." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "These are different problems in different model families: video-input regression vs OCR length/indexing failure." + "reason": "torch.compile/SDPA on Bamba and DAC.from_latents missing STE are unrelated." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Gathering metrics drops tuple labels in the last batch, while Mamba2Mixer has a use_cache correctness bug; separate paths." + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors do not share the same code path." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure for a specific model and pipeline import failure due to kernels version requirements are unrelated." + "reason": "Both touch _patch_mistral_regex, but one is an offline hub call issue and the other is a tokenizer attribute crash; separate bugs." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype/config issues." + "reason": "Qwen3Omni video processing and Gemma3n audio_mel_mask naming collision are different multimodal bugs." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Silent corruption of non-persistent buffers is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "GLM-5 RoPE implementation and outdated docs for removed pipeline tasks are not the same underlying problem." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "An error-message/docs issue about removed translation pipelines is not the same as SigLIP2 producing bad outputs." + "reason": "SigLIP2 docs example errors and Kosmos2.5 long-OCR indexing are unrelated." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Blip2 dtype retention and Video-LLaVA temporal-attention/weight-sharing issues are different model bugs." + "reason": "Tokenizer batching/padding crashes and AutoTokenizer loading failure are different tokenizer issues." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation failures are distinct regressions." + "reason": "Different models and different symptoms: Pegasus output drift vs CamemBERT masked-LM regression." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Video chat-template feature/token mismatch and a T5 decoder-input validation message bug are unrelated." + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are distinct loading/runtime bugs." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Whisper skip_special_tokens decoding are different tokenizer/processor behaviors." + "reason": "Llava Next segfaults and MPS histogram unsupported for Int are unrelated backend/model failures." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Both affect trust_remote_code models, but one is specifically the removal of is_torch_fx_available and the other is a broader recent-version regression." + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are completely separate." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Qwen3-VL shape mismatch and missing linear_attn TP plan entries are separate model-loading/tensor-parallel problems." + "reason": "CPU offload device mismatch for Bark and bf16 dtype mismatches for SwitchTransformers/TimmWrapperModel are different issues." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "A mask/tensor shape IndexError and trainer.evaluate failing after train are not the same underlying issue." + "reason": "Input validation messaging and single-label zero-loss behavior are not the same bug." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Different Qwen video-input regressions with different symptoms and likely different fixes." + "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 long OCR indexing are unrelated." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch are unrelated." + "reason": "Mistral-3 preprocessor/model dtype mismatch and Gemma3n attribute collision are different multimodal failures." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Both are about pipeline removal fallout, but one is an incorrect error message and the other is outdated docs; not the same concrete bug/change." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are separate input-shape bugs." }, { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "These describe the same tokenizer inconsistency: added tokens triggering extra spacing versus slow/fast tokenizer behavior differences." + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache incorrect results are different training/inference bugs." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Packed-weight loading failure in BitNet is unrelated to generic dtype mismatch bugs." + "reason": "Tokenizer loading for a specific model and kernels import/version requirements are unrelated." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task deprecation messaging and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and init_empty_weights rejecting _is_hf_initialized are different loading regressions." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:28218 vs issue:29159, is supported by the tokenizer-space/slow-vs-fast linkage, and the rest are reasonably kept separate by model/codepath differences." - }, - "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 }, @@ -6012,292 +5850,281 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:28218", + "issue:29159", "issue:34634", - "issue:36010", "issue:36331", "issue:42175", - "issue:43257", "issue:43262", - "issue:43329", - "issue:43452", - "issue:43526", - "issue:43550", + "issue:43421", + "issue:43540", "issue:43577", "issue:43582", "issue:43645", "issue:43653", - "issue:43697", - "issue:43742", + "issue:43720", + "issue:43749", "issue:43782", "issue:43819", - "issue:43906", - "issue:43927", - "issue:44060", - "issue:44368", - "issue:44554", - "issue:44589", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43950", + "issue:44291", + "issue:44561", + "issue:44610", "issue:44671", + "issue:44805", + "issue:44811", "issue:44857", "issue:44912", - "issue:44991", + "issue:44936", + "issue:44977", "issue:45003", "issue:45020", - "issue:45042", + "issue:45072", "issue:45081", - "issue:45084", "issue:45325", - "issue:45372", + "issue:45381", "issue:45406", - "issue:45538", - "issue:45600", "issue:45701", "issue:45987", - "issue:46192", - "issue:46209", "issue:46285", - "issue:46326", + "issue:46294", + "issue:46463", + "issue:46512", "issue:46665", "issue:46697", - "issue:46728" + "issue:46728", + "issue:46846" ], "soft_pairs": [ + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", "issue:43645|issue:46665", "issue:43577|issue:43582", "issue:44671|issue:45701", "issue:42175|issue:45081", "issue:34634|issue:36331", - "issue:45987|issue:46192", "issue:45003|issue:46285", - "issue:46697|issue:46728", "issue:43653|issue:44912", + "issue:46697|issue:46728", "issue:43262|issue:43819", "issue:43782|issue:45325", - "issue:43582|issue:44857", "issue:45081|issue:45406", - "issue:44589|issue:45042", - "issue:45372|issue:46326", - "issue:43742|issue:45020", - "issue:43550|issue:44912", - "issue:45084|issue:45538", - "issue:43329|issue:45600", - "issue:43526|issue:43697", - "issue:44060|issue:44368", - "issue:43452|issue:44991", - "issue:43526|issue:44554", - "issue:43257|issue:43329", - "issue:43906|issue:46209", - "issue:36010|issue:36331", - "issue:36010|issue:43645", - "issue:43819|issue:43927" + "issue:43582|issue:44857" ], - "prepared_review_unit_hash": "2b8652adc9dd8de8f6c22f6e423c4661b340ce9627c548240c97a0510f817be6", + "prepared_review_unit_hash": "8adefc2b5f6e12a9474e204fb231761ee032e296ae9da91c20b6951988624c9f", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35893, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "soft_pair_count": 26, + "serialized_chars": 35344, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: these are mostly unrelated regressions in loading, tokenization, processors, training, and backend-specific behavior. None of the proposed soft links looks like the same underlying bug/change, so no true duplicate canonical stands out.", - "confidence": 0.94, - "canonical_issue_reason": "No strong canonical issue in this set; the only broad umbrella is issue 45020 (remote_code loading regressions), but it does not actually duplicate the other items.", + "summary": "The tokenizer pair is a tentative title-level match: both reports center on tokenizer behavior, with 28218 open and 29159 closed, but the packet alone does not prove duplication. The other soft edges still look like different concrete bugs.", + "confidence": 0.52, + "canonical_issue_reason": "issue:28218 is the best issue candidate because it is open and directly names the added-token spacing symptom; issue:29159 is a closed tokenizer behavior report that may be related, but the packet only supports a tentative match.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best standalone representative because it is broad, user-impacting, and well-described, but it is still not a duplicate of the rest of the cluster.", + "best_issue_reason": "issue:28218 is the best global issue candidate because it is open and the title most directly states the symptom; issue:29159 is related at the title level, but the evidence is not strong enough to treat it as the same bug outright.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Both involve from_pretrained/custom-model initialization, but they describe different failure modes and code paths." + "reason": "Different bugs: one concerns non-persistent buffer loading corruption, the other a return-type issue in StaticCache.get_seq_length()." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Unrelated: one is a dtype-loading bug in BLIP2, the other is an Apple Silicon allocator TypeError." + "reason": "Unrelated failures: Apple Silicon allocator warmup TypeError vs stale config dtype after from_config()." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Tokenization/version drift may affect outputs, but these are different symptoms and not the same bug." + "reason": "Different Qwen3 problems with different symptoms and code paths: weight_only loading error vs flash-attention generation failure." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Completely different subsystems: install extras/backend selection vs. Mistral regex patching." + "reason": "Both are tokenizer-related, but one is runtime special-token post-processing and the other is Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss argument mismatch." + "reason": "Different models and failures: Qwen3.5 video chat-template mismatch vs T5 decoder-input validation error message." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Cache-length return type and return_tensors handling are separate API bugs." + "reason": "Related to remote_code breakage at a broad level, but the concrete issue is different: one names is_torch_fx_available removal, the other is a broader regression report." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to CLIP model structure inconsistency." + "reason": "Different shape-error causes: Qwen3-VL loading mismatch vs missing TP plan entries for linear_attn." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Both are image-size/padding related, but they affect different processors and different computations." + "reason": "No shared underlying bug: mask/index shape mismatch vs trainer.evaluate() failing after train()." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization loading are unrelated." + "reason": "Both mention video inputs, but they affect different model families and different internals." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latent/STE mismatch." + "reason": "One is an incorrect error message, the other is stale documentation; related topic, not the same bug." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Both are Qwen-VL issues, but one is a pretrained loading error and the other is a rope-index math bug." + "reason": "Completely different problems: image processor resolution mismatch vs bfloat16 dtype mismatch." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Different hardware/backends and different failure points; no shared code-path bug." + "reason": "Different code paths and symptoms: packed-weight loading vs dtype mismatch in inference." }, { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Both hit missing tokenizer internals, but one is Mistral regex patching and the other is Gemma4Processor initialization." + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Tentative accept: the titles both point to tokenizer behavior, and one is open while the other is closed, but the packet only supports a cautious same-bug match." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Float8 storage lookup error and PIL/torchvision dependency regression are unrelated." + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights with an unexpected argument." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "Shared mistral_common dependency only; import failure and continue_final_message logic are different bugs." + "reason": "Different contexts and failures: Jupyter custom model initialization vs from_pretrained inside Python classes." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Issue 45020 is a broad remote_code regression; this is a specific MobileLLM key error, not the same failure." + "reason": "No overlap in bug mechanism: BLIP2 dtype preservation vs Apple Silicon allocator warmup TypeError." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback behavior." + "reason": "A model prediction regression is not the same as a general tokenization-version change report." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max-length misuse are unrelated." + "reason": "Unrelated: backend installation packaging vs a Mistral tokenizer regex patch crash." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Video token counting bug and stale auto-mapping references are different maintenance issues." + "reason": "Different components entirely: BarkProcessor voice preset vs CustomTrainer.compute_loss signature error." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Different models and different bugs: label reduction vs. output divergence in Transformers v5." + "reason": "sys.modules access safety and CLIP model structure are unrelated." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Both mention tied-word-embedding warnings, but one is an incorrect weight-tying bug and the other is a user-facing warning during LoRA fine-tuning." + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are different bugs." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Both concern loading, but gguf_file support and est-roberta tokenizer loading are distinct regressions." + "reason": "Both are image-processing/counting issues, but the padding regression and patch-count bug are not the same failure." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to the MPS attention correctness issue." + "reason": "Audio chat-template sampling-rate behavior is unrelated to DAC latent reconstruction mismatch." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "MOE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." + "reason": "Different Qwen VL regressions: one is loading with weight_only, the other is rope-index scaling for still images." }, { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same as the FP8/B200 inference failure." - }, - { - "left": "issue:36010", - "right": "issue:36331", - "accept": false, - "reason": "ImportError for GenerationMixin and Trainer compute_loss signature mismatch are separate regressions." - }, - { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Both are recent-version breakages, but one is an import error and the other is custom-model behavior in notebooks." + "reason": "Different AttributeErrors in different components: Mistral tokenizer patching vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." + "reason": "Allocator warmup on Apple Silicon is unrelated to an AMP/CUDA image-loss crash." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The tokenizer pair looks plausible, but the writeup is a bit too confident for the evidence in the packet. Phrases like \"specific\" and \"reproducible\" are not grounded by the metadata alone, and calling 29159 a duplicate/broader version of 28218 is stronger than the packet supports. Please soften the claim to a tentative match based on the titles and open/closed status only. The other soft-edge rejections are conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6309,285 +6136,293 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:29159", - "issue:34567", + "issue:36010", + "issue:36331", "issue:38175", "issue:39692", - "issue:40990", "issue:42175", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", + "issue:43452", + "issue:43526", "issue:43531", - "issue:43540", - "issue:43606", + "issue:43550", "issue:43638", "issue:43643", - "issue:43650", + "issue:43645", "issue:43696", + "issue:43697", "issue:43720", "issue:43742", "issue:43746", - "issue:43749", + "issue:43819", "issue:43854", "issue:43906", "issue:43927", "issue:43931", - "issue:44291", + "issue:44060", + "issue:44368", "issue:44387", - "issue:44479", + "issue:44554", + "issue:44589", "issue:44610", "issue:44617", - "issue:44756", "issue:44811", - "issue:44821", "issue:44912", "issue:44936", "issue:44977", + "issue:44991", + "issue:45020", "issue:45042", - "issue:45459", + "issue:45084", + "issue:45372", + "issue:45538", + "issue:45600", "issue:45759", - "issue:45803", - "issue:45859", + "issue:46209", "issue:46291", - "issue:46421", - "issue:46424", - "issue:46701" + "issue:46326" ], "soft_pairs": [ + "issue:44589|issue:45042", + "issue:45372|issue:46326", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43819|issue:43927", "issue:43638|issue:44936", "issue:43531|issue:45042", "issue:42175|issue:46291", "issue:43720|issue:44610", - "issue:42490|issue:43257", "issue:39692|issue:44912", + "issue:42490|issue:43257", "issue:38175|issue:44610", "issue:43746|issue:44811", "issue:43643|issue:45759", - "issue:43854|issue:44977", "issue:44387|issue:44617", + "issue:43854|issue:44977", "issue:43257|issue:43696", "issue:43262|issue:44811", - "issue:46421|issue:46424", - "issue:43257|issue:43931", - "issue:43329|issue:44479", - "issue:42915|issue:43742", - "issue:45459|issue:45803", - "issue:43329|issue:43450", - "issue:43650|issue:43906", - "issue:43749|issue:44756", - "issue:44291|issue:45042", - "issue:34567|issue:40990", - "issue:42915|issue:44821", - "issue:43540|issue:46701", - "issue:43606|issue:45859", - "issue:43927|issue:44912", - "issue:29159|issue:34567" + "issue:43257|issue:43931" ], - "prepared_review_unit_hash": "9cd2d8f46c11481518720635cb2091cd4bdfd8b9dd21f2ac1393ab42918e15cf", + "prepared_review_unit_hash": "e3321de8cd7d184645b541ca1b0b75698087035d3484d8df7dea969ad185e783", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35539, - "estimated_input_tokens": 8885, - "estimated_eval_tokens": 18026 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue reports across tokenizer, loading, quantization, video, and training subsystems. None of the soft-edge pairs appear to be the same underlying bug or change, so all candidates should be rejected as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43749 is the strongest canonical candidate: it describes a broad, high-impact failure in a core loading path, has substantial discussion/inbound references, and is phrased as a concrete bug rather than a peripheral symptom.", + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs across model loading, quantization, processors, training, and backend-specific behavior. There is no single duplicate bug or PR target that cleanly explains the whole set, so every soft edge should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the closest thing to an umbrella because it covers a broad recent model-loading regression, but it still does not unify the rest of the cluster into one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best standalone issue overall because it is specific, impactful, and likely to serve as the main tracker for downstream reports in the same area.", + "best_issue_reason": "issue:45020 is the best triage anchor for the cluster because it is the broadest, highest-level loading regression among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different failures: one is a deepspeed/zero3 index error with a non-pretrained BERT model, the other is a post-train evaluate() failure. Same trainer family, but not the same bug." + "reason": "Different subsystems and symptoms: float8 storage lookup vs PIL image processor dependency handling." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window behavior vs image processor torchvision dependency." + "reason": "Both involve mistral_common-adjacent loading, but one is a missing import and the other is tokenizer chat-template behavior." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Both are packaging/import complaints, but one is about optional TensorFlow backend installation and the other is a kernels package version/revision import failure. Not the same bug." + "reason": "Model-specific key error is not the same bug as the broad remote_code loading regression." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "BitNet accelerate-loading packed-weight unpacking is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Different model/runtime failures: torch.compile+SDPA on Bamba vs MXFP4 loading fallback on git-oss-20b." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both involve loading, but one is a local-path trailing-slash import warning and the other is Qwen3 MoE weight conversion under accelerate+deepspeed. Different code paths." + "reason": "Unrelated issues: template-node compile error vs tokenizer max_length constant." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to gpt-oss-20b MXFP4 quantization fallback." + "reason": "Both touch multimodal/model plumbing, but one is a broken video token path and the other is stale auto_mapping references." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Different models and bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model resolution mismatch." + "reason": "Different vision bugs: Beit label reduction vs RTDetrV2 output mismatch." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode token skipping." + "reason": "Similar theme of tied-weights warnings in Qwen variants, but the concrete bugs are different." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code AutoConfig and the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + "reason": "Both are loading failures, but they affect different code paths and models with different causes." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation regression." + "reason": "Unrelated vision preprocessing bug vs MPS attention correctness issue." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Both mention OOM, but one is reserved-memory growth under int4 quantization and the other is Sam3Video runtime OOM. No shared underlying bug is evident." + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs multimodal video token counting." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." + "reason": "No overlap beyond being isolated runtime issues; one reproduces an upstream bug, the other is an FP8 inference failure." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct processor behaviors." + "reason": "Import path breakage and custom trainer API mismatch are unrelated." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both are cache-related, but one is lazy-init causing spurious recompilation and the other is max_cache_length being honored only for Quantized Cache. Not the same defect." + "reason": "Different bugs: GenerationMixin import path vs custom model initialization in notebooks." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Different loading problems: MoE weight conversion with accelerate/deepspeed vs Qwen3-VL weight shape mismatch." + "reason": "Different model/config bugs: DAC forward mismatch vs DiaConfig save/load losing custom token IDs." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "The undefined video-branch helper bug is not the same as the broader v5.3.0 video-input regression across several Qwen models." + "reason": "Both mention training flow, but the specific failures and code paths are different." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3-MoE is unrelated to MobileLLM key errors during loading." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Both involve exception handling, but they are different code paths and different failure modes; one hides tokenizer errors without protobuf, the other is a bare except in Fuyu tensor conversion." + "reason": "Packaging/backend dependency omission and pipelines import failure with kernels are not the same issue." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Both are video-related, but one is an undefined-name bug in multimodal token counting and the other is batched video processor shape handling." + "reason": "Accelerate unpacking of BitNet weights and OmDet processor image-size mismatch are unrelated." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Placeholder 'ADD THE DATA' is not the same as an isolated reproduction of another issue." + "reason": "Doc/example errors for SigLIP2 are not the same as a quantization-loading regression for git-oss-20b." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to disabling mmap on Strix Halo to avoid OOM." + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under distributed loading." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "init_empty_weights TypeError and PIL backend torchvision dependency are different regressions." + "reason": "Both are vision-related, but the bug mechanisms differ completely." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "TrainerState token counting bug is unrelated to GPT-oss perplexity on WikiText-2." + "reason": "PEFT checkpoint loading and Whisper batch_decode token skipping are unrelated." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE FP8 loading and AutoImageProcessor-from-URL loading are distinct issues." + "reason": "Both concern config handling, but they affect different APIs and different failure modes." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma image-text-to-text pipeline failure are different pipelines and bugs." + "reason": "General int4 memory regression is not the same bug as Sam3Video OOM." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths; no evidence they share the same underlying defect." + "reason": "Different models and different failure modes: GLM-4.7-Flash test loading vs Qwen3.5 flash-attn generation." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "DiaConfig save/load token ID loss is unrelated to gpt-oss MXFP4 quantization fallback." + "reason": "MoE weight conversion bug and plain CUDA OOM are not the same underlying issue." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio bugs: apply_chat_template sampling-rate default vs batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count updates are separate bugs in different subsystems." + "reason": "Different loading failures: distributed MoE conversion vs weight-shape mismatch on Qwen3-VL." } ] }, @@ -6606,67 +6441,81 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:24643", - "issue:27957", "issue:28282", - "issue:29127", "issue:29159", "issue:29870", "issue:33357", "issue:34567", "issue:34689", - "issue:41720", + "issue:40990", "issue:42175", "issue:42915", - "issue:43317", + "issue:43329", "issue:43404", "issue:43425", - "issue:43452", + "issue:43450", "issue:43454", "issue:43525", "issue:43540", "issue:43577", - "issue:43582", + "issue:43606", + "issue:43650", "issue:43697", "issue:43742", "issue:43749", "issue:43824", - "issue:44062", + "issue:43906", + "issue:43927", "issue:44291", "issue:44479", - "issue:44560", "issue:44568", - "issue:44849", + "issue:44756", + "issue:44821", "issue:44857", - "issue:44936", + "issue:44912", "issue:44987", - "issue:44991", + "issue:45042", "issue:45127", "issue:45137", "issue:45356", "issue:45357", "issue:45405", + "issue:45459", "issue:45538", - "issue:45701", - "issue:45907", + "issue:45803", + "issue:45859", "issue:46291", - "issue:46512", - "issue:46693", - "issue:46821", + "issue:46421", + "issue:46424", + "issue:46701", "issue:46832" ], "soft_pairs": [ + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:43450", + "issue:43650|issue:43906", + "issue:44291|issue:45042", + "issue:43749|issue:44756", + "issue:42915|issue:44821", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43540|issue:46701", + "issue:43927|issue:44912", "issue:44857|issue:46832", + "issue:29159|issue:34567", "issue:43525|issue:46291", - "issue:43454|issue:43577", "issue:28282|issue:29870", - "issue:44568|issue:45356", + "issue:43454|issue:43577", "issue:44987|issue:45538", + "issue:44568|issue:45356", "issue:28282|issue:34689", "issue:43425|issue:46291", "issue:42915|issue:45538", @@ -6674,225 +6523,204 @@ "issue:33357|issue:34567", "issue:43404|issue:45127", "issue:42175|issue:43824", - "issue:45137|issue:45405", - "issue:28282|issue:29127", - "issue:43742|issue:44291", - "issue:43317|issue:45538", - "issue:44936|issue:46821", - "issue:44479|issue:46693", - "issue:44062|issue:44991", - "issue:44849|issue:45701", - "issue:43577|issue:46512", - "issue:42915|issue:43749", - "issue:43452|issue:43582", - "issue:41720|issue:43540", - "issue:27957|issue:28282", - "issue:24643|issue:29159", - "issue:44987|issue:45907", - "issue:43540|issue:44560" + "issue:45137|issue:45405" ], - "prepared_review_unit_hash": "1703484b59f230dc07b5b96a457cf63a5bd42f25a29d672e21f5573781cd81f1", + "prepared_review_unit_hash": "5d80f225ac2c26af1d6166fd70c75c9cd15b48eadf828e5b576c990911c0dde0", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36440, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "soft_pair_count": 28, + "serialized_chars": 36240, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly heterogeneous: the soft pairs are similar only at a broad topic level (tokenization, model loading, dtype, generation, and backend regressions), but they do not describe the same concrete bug. No pull requests are present.", - "confidence": 0.22, - "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenization/regression subset and has the most external references among the listed issues, but there is no single true duplicate target for the whole cluster.", + "summary": "This set is highly heterogeneous: the soft pairs are mostly same-subsystem but clearly different bugs, so I reject all duplicate links. There is no strong canonical issue or PR candidate here.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs, regressions, and models/components.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single representative because it captures a common version-induced tokenization regression theme that overlaps with several nearby items, even though the overall cluster is not a tight duplicate set.", + "best_issue_reason": "No global best issue: the cluster is not a coherent duplicate set, so any single issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Different object-detection failures in different models: LwDetr loss AMP crash vs RT-DETR forward shape/feature-level error." + "reason": "Both are video/multimodal regressions, but they describe different failures and likely different code paths/models." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Unrelated bugs: Llama4 config missing pad_token_id vs kernels/import resolution requiring version or revision." + "reason": "Both involve error handling, but one is tokenizer protobuf error masking and the other is Fuyu tensor conversion swallowing exceptions." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Both involve model loading details, but one is lm_head weight tying in AyaVision/Mistral3 and the other is dtype propagation in BLIP2; different bugs and code paths." + "reason": "Both mention cache behavior, but one is lazy init recompilation and the other is max_cache_length handling for quantized cache." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Generic PyTorch import error vs BART generate() unbound decoder_attention_mask; not the same issue." + "reason": "Different models and different loading failures; the shared 'key error' wording is too broad to be the same bug." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failures (special token insertion vs codec/warning handling)." + "reason": "Both touch video processing, but one is an undefined variable in multimodal token counting and the other is a batched-shape bug in video processors." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Different tokenizer-related regressions: loading a specific model on 5.1+ vs CLIPTokenizer model_max_length handling." + "reason": "No meaningful overlap; one is an empty low-signal issue and the other is an isolated reproduction of a specific upstream bug." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both are loading-related, but one is missing PyTorch import detection and the other is a specific Llama 3.2 Vision model-loading regression." + "reason": "These are unrelated: init_empty_weights argument handling vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Torch version compatibility is unrelated to the kernels revision/version requirement in pipeline import." + "reason": "Both are memory/loading related, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." }, { "left": "issue:42915", - "right": "issue:45538", + "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + "reason": "Unrelated failures: Qwen3Moe FP8 loading vs AutoImageProcessor loading from URL." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Different regressions: RT-DETR output divergence vs Qwen3.5 save_pretrained key naming." + "reason": "Trainer token counting bug and high perplexity on a specific model are unrelated problems." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "MacOS bus error with CLIP model vs TrainerState token-count tracking; unrelated." + "reason": "Both involve CPU offload, but they affect different models and different failure modes." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Both mention tying weights, but one is a missing tie in Mistral3 config and the other is LoRA merge collapse with extended vocab; not the same bug." + "reason": "Different pipelines/models and different symptoms; not the same underlying bug." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Backend packaging issue vs missing Qwen2.5-VL class import; unrelated." + "reason": "Different subsystems entirely: config save/load token IDs vs quantization fallback behavior." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs PEFT minimum-version bump; unrelated." + "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward shape/type error from feature-level mismatch." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "ImportError for PyTorch availability vs LayoutLMv3 error messaging; different failures." + "reason": "Tokenizer inconsistency and trainer token counter updates are unrelated issues." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Different model-loading failures: MobileLLM key error vs init_empty_weights unexpected argument." + "reason": "Missing pad_token_id on Llama4Config is unrelated to pipelines import failure from kernels version/revision requirements." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "Device-map/offload loading failure vs CLIP tokenizer max-length constant; unrelated." + "reason": "One is missing PyTorch dependency detection; the other is a BART generate variable-initialization bug." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Trainer lifecycle failure vs TimesFM window_size attribute error; different subsystems." + "reason": "Different model families and different bugs: weight tying vs dtype propagation." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Video input regression for Qwen VL models vs FA2 long-context performance regression; not the same bug." + "reason": "A loading regression for a specific model is not the same as CLIPTokenizer's incorrect model_max_length." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "AddedToken constructor conflict vs tokenizer loading failure for a specific model; different root causes." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Both are version-related text-processing regressions, but one is Qwen3.5 hidden-state behavior and the other is general tokenization changes; not duplicates." + "reason": "General import dependency error vs a specific model-loading regression are not the same defect." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Both mention dtype, but one is runtime model/qformer dtype staying float32 and the other is config.dtype stale after from_config." + "reason": "Torch version incompatibility and kernels dependency validation are unrelated." }, { "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." - }, - { - "left": "issue:43452", - "right": "issue:43582", + "right": "issue:45538", "accept": false, - "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated issues." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Different Qwen model bugs: auto device mapping cudaErrorAssert vs video-input ValueError." + "reason": "Different models and different output/save-path regressions; not mergeable as one fix." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "FlashAttention2 on XLM-Roberta is unrelated to missing-PyTorch import detection." + "reason": "Bus error on MacOS with a CLIP model is unrelated to trainer token accounting." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs slow/fast tokenizer inconsistency; unrelated." + "reason": "lm_head tying in Mistral3 is a distinct bug from LoRA merge collapse with extended vocabulary." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "A model-loading regression vs a hub API revision-forwarding bug; different code paths." + "reason": "Missing TensorFlow backend and missing Qwen2_5_VL export are unrelated import/package issues." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Both involve Qwen video paths, but they target different models and failure modes, so they are not the same underlying bug." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version pin bump." } ] }, @@ -6911,295 +6739,307 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:24643", - "issue:29870", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", "issue:34567", "issue:36331", "issue:38175", + "issue:41720", "issue:42175", + "issue:42915", "issue:43257", + "issue:43317", "issue:43452", - "issue:43526", - "issue:43531", "issue:43540", "issue:43577", "issue:43582", - "issue:43697", "issue:43716", "issue:43742", + "issue:43749", "issue:43756", - "issue:43906", "issue:44062", "issue:44291", "issue:44479", "issue:44488", + "issue:44560", "issue:44568", "issue:44589", - "issue:44737", "issue:44792", "issue:44821", + "issue:44849", "issue:44898", + "issue:44936", "issue:44964", + "issue:44987", + "issue:44991", "issue:45042", - "issue:45072", "issue:45081", - "issue:45325", "issue:45381", - "issue:45405", - "issue:45479", "issue:45488", - "issue:45600", - "issue:45823", + "issue:45538", + "issue:45701", + "issue:45907", "issue:46399", - "issue:46463", - "issue:46468", - "issue:46491", + "issue:46512", "issue:46693", "issue:46701", - "issue:46821", - "issue:46829" + "issue:46821" ], "soft_pairs": [ + "issue:28282|issue:29127", + "issue:43317|issue:45538", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:43540|issue:44560", "issue:42175|issue:44488", + "issue:44987|issue:45907", "issue:43540|issue:44479", "issue:44291|issue:44821", - "issue:44568|issue:45488", "issue:38175|issue:44898", "issue:44479|issue:45381", + "issue:44568|issue:45488", "issue:44792|issue:44964", "issue:34567|issue:36331", "issue:43257|issue:43756", "issue:44062|issue:45081", - "issue:43582|issue:46821", "issue:43742|issue:44589", + "issue:43582|issue:46821", "issue:45042|issue:45081", - "issue:43716|issue:46701", "issue:43756|issue:46399", - "issue:44737|issue:46463", - "issue:44568|issue:46491", - "issue:43756|issue:45325", - "issue:43531|issue:44821", - "issue:43906|issue:46468", - "issue:43577|issue:45072", - "issue:45405|issue:45600", - "issue:45823|issue:46463", - "issue:24643|issue:29870", - "issue:43906|issue:46693", - "issue:43697|issue:46829", - "issue:43452|issue:44488", - "issue:43526|issue:45479" + "issue:43716|issue:46701" ], - "prepared_review_unit_hash": "76ad5869dc079d2fbf35ef81d344f7193f9a668da357d472579cb64e774f9bb1", + "prepared_review_unit_hash": "0768d1ed8c9937b46f80b2e96f5ad6a7f94475bb376543f3060afce12d16f41b", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35915, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the only plausible duplicate overlap is the Qwen video-input regression pair. All other soft edges look like distinct bugs or changes.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44479 is the strongest representative candidate: it covers the broad Qwen video-input regression family and has the closest overlap with issue:45381.", + "summary": "This set is mostly a heterogeneous grab-bag of unrelated bug reports (tokenizers, trainers, multimodal models, dtype/loading, and device-map issues). None of the soft candidate pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and no soft pair appears to be a true duplicate of another.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best available cluster anchor, but the set is still largely unrelated and should not be treated as one duplicate bucket.", + "best_issue_reason": "No single issue is globally best for the cluster because the cluster is not cohesive; picking any one would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Packaging/backend dependency issue vs tokenizer/model loading failure; different bug classes." + "reason": "Both are loading-related, but one is a missing PyTorch dependency error and the other is a layoutlmv3 box-validation message; different root causes." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Both are Qwen video-input reports, but 43540 is specific to Qwen3OmniMoe while 44479 is a broader v5.3.0 regression; not enough evidence of the same code path." + "reason": "One is device_map/offload loading failure for a dequantized model; the other is a tokenizer max-length oddity. Not the same bug." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument error vs AutoImageProcessor URL loading; unrelated failures." + "reason": "Both occur during model loading, but the failures are different: a key error for MobileLLM-125M vs an unexpected init argument with init_empty_weights." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Different tokenizer regressions: mDeBERTa special-token insertion vs LlamaTokenizer ByteLevel/Metaspace override." + "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are unrelated code paths and symptoms." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "SigLIP zero-probability output issue vs Perceiver non-default-resolution failure; different models and symptoms." + "reason": "Both mention Qwen/video/FA2 performance, but one is a video-input regression and the other is a long-context generation slowdown; different problems." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL/Qwen video-input position-id regression in v5.3.0; 45381 is a narrower report of the same bug." + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer bugs, but one is AddedToken argument handling and the other is model-specific tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Janus image-generation test failure vs Phi-4 multimodal model load failure; different code paths." + "reason": "One is a Qwen3.5 hidden-state output bug; the other is a broader version-dependent tokenization change. Not the same issue." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "TrainerState token-count tracking vs custom compute_loss API signature change; not the same bug." + "reason": "Both concern dtype, but one is model/qformer weights staying float32 and the other is config.dtype not being updated. Different bugs." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer count bug; unrelated model-specific issues." + "reason": "Different loading/runtime failures: Qwen3Moe with FineGrainedFP8Config versus FSDP CPU RAM efficient loading." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "AddedToken special-arg duplication vs Mistral tokenizer patch crash; both tokenizer-related but different failures." + "reason": "GGUF tokenizer/model loading regression is unrelated to an Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError; unrelated APIs." + "reason": "Auto device-mapping CUDA assert for Qwen3 is unrelated to a video-processing ValueError in Qwen3OmniMoe." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Model loading key error vs Float8 storage lookup TypeError; different load-time problems." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing-PyTorch ImportError." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Image processor torchvision dependency regression vs Mistral regex patch crash; unrelated subsystems." + "reason": "DeepSpeed training weight-dimension error and tokenizer slow/fast inconsistency are different subsystems and failure modes." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch in preprocessing/model loading vs DiffusionGemma pipeline breakage; not the same bug." + "reason": "Both are video-input issues in Qwen models, but they affect different model families and show different errors; not clearly the same bug." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Smollm3 RoPE-layer bug vs Qwen3.5 kernel registration crash; different code paths." + "reason": "Package/backend installation issue versus a specific model loading failure; no shared underlying defect." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "XLNet CPU tensor creation bug vs T5 decoder-input validation message; unrelated." + "reason": "Model loading failure for physical-intelligence/fast and repo-file revision forwarding in CI are unrelated." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "mDeBERTa add_special_tokens regression vs CodeLlama encode/decode leading-space regression; different tokenizer behaviors." + "reason": "Qwen3OmniMoe video ValueError and the v5.3.0 Qwen video regression are related in theme but not the same concrete code-path problem." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; different underlying issues." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs AutoImageProcessor URL loading failure; unrelated." + "reason": "Different vision-model issues: unexpected zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Isolated reproduction of issue 38071 vs broken Nemotron example; no clear shared bug." + "reason": "Both involve Qwen video regressions, but the titles indicate different model versions and symptoms (general regression vs wrong vision_position_ids)." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both are dtype mismatches, but they affect different models and code paths; not safe to merge as duplicates." + "reason": "Special-token addition regression in mdeberta-v3-base is not the same as LlamaTokenizer overriding ByteLevel pre-tokenizer behavior." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "PEFT version pin problem vs stale auto_mappings config reference; unrelated CI/package issues." + "reason": "Janus test failure and Phi-4 multimodal loading failure are distinct multimodal issues with different failure surfaces." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Gemma4 device_map='auto' forward mismatch vs T5 decoder validation error; different subsystems." + "reason": "TrainerState token counter not updating and custom compute_loss signature mismatch are different trainer regressions." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "DeepSpeed training RuntimeError vs BART generate() UnboundLocalError; unrelated failures." + "reason": "Qwen3 MOE FP8 loading bug and Smollm3 RoPE-layer dropping are unrelated model-specific issues." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Issue 38071 reproduction vs FA2 long-context performance regression; different bugs." + "reason": "Both are tokenizer-related, but one is AddedToken special-kwarg duplication and the other is a Mistral regex patch crash." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "RTDetrV2 output inconsistency vs VideoPrism output-field mixup; different model families and symptoms." + "reason": "Both are loading-time TypeErrors, but one is a missing key for a model file and the other is a missing Float8 storage type. Different root causes." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43582", + "right": "issue:46821", "accept": false, - "reason": "gguf_file/from_pretrained breakage vs loading a specific model failure; too broad to treat as the same issue." + "reason": "AppleSilicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression and Mistral tokenizer regex crash are different subsystems." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and Qwen3.5 apply_rotary_pos_emb registration failure are not the same code-path problem." + }, + { + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss bug; unrelated." + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma image-text pipeline failure are different multimodal bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and the verdicts are conservative overall. The only accepted overlap, issue:44479 with issue:45381, is well supported by the shared Qwen2.5-VL video-input/vision_position_ids regression theme. The other soft-edge rejects are cautious and do not overclaim duplicate status." - }, - "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 }, @@ -7211,66 +7051,78 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:24643", "issue:28282", + "issue:29870", "issue:32090", - "issue:38175", "issue:41762", - "issue:43295", "issue:43452", - "issue:43525", + "issue:43526", "issue:43531", "issue:43540", + "issue:43577", "issue:43643", - "issue:43653", - "issue:43688", "issue:43697", "issue:43720", - "issue:43742", - "issue:43749", + "issue:43756", "issue:43761", - "issue:43819", - "issue:43994", - "issue:44361", - "issue:44442", + "issue:43906", "issue:44466", - "issue:44493", + "issue:44488", + "issue:44568", "issue:44625", "issue:44737", - "issue:44811", - "issue:44843", + "issue:44821", "issue:44877", "issue:44898", "issue:44913", "issue:44936", "issue:45005", + "issue:45072", "issue:45200", "issue:45216", + "issue:45325", "issue:45357", - "issue:45372", "issue:45375", + "issue:45405", + "issue:45479", "issue:45588", + "issue:45600", "issue:45663", + "issue:45823", "issue:45920", - "issue:46050", "issue:46121", - "issue:46170", "issue:46463", + "issue:46468", + "issue:46491", "issue:46693", - "issue:46701", "issue:46829", "issue:46846" ], "soft_pairs": [ + "issue:43756|issue:45325", + "issue:44737|issue:46463", + "issue:43531|issue:44821", + "issue:43906|issue:46468", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43697|issue:46829", + "issue:43452|issue:44488", "issue:44625|issue:44877", - "issue:44737|issue:45588", + "issue:43526|issue:45479", "issue:45663|issue:46846", - "issue:45357|issue:45920", + "issue:44737|issue:45588", "issue:43540|issue:46693", + "issue:45357|issue:45920", "issue:44913|issue:46121", "issue:28282|issue:32090", "issue:43697|issue:45216", @@ -7279,191 +7131,198 @@ "issue:43643|issue:45375", "issue:45200|issue:46463", "issue:44466|issue:45005", - "issue:41762|issue:44936", - "issue:44361|issue:44442", - "issue:44493|issue:46050", - "issue:43653|issue:44361", - "issue:43819|issue:44811", - "issue:43525|issue:46701", - "issue:43688|issue:43749", - "issue:38175|issue:43295", - "issue:43452|issue:44843", - "issue:43994|issue:44898", - "issue:45372|issue:46170", - "issue:43531|issue:43742" + "issue:41762|issue:44936" ], - "prepared_review_unit_hash": "a9b2671b397b42188ce341099fc4b060a16f7f7a65ef2f8096f15d31989ee248", + "prepared_review_unit_hash": "91c6f470ff69145a20a66125190cdce0ac63beb8ac6db6f8217291aa9d4ecc7a", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35663, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated loading, config, tokenizer, training, and vision/audio bugs. All suggested soft pairs look like false positives rather than the same underlying issue.", + "summary": "These items are mostly unrelated Transformers issues that only share broad keywords like loading, configs, dtype, or tied weights. None of the soft pairs look like the same underlying bug or a PR that would plausibly merge together.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the cluster does not share one underlying bug; it is a mix of distinct, unrelated regressions and feature bugs.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a good global representative for deduplication here; the items are too diverse to anchor a meaningful canonical duplicate.", - "best_pr_reason": "No PRs are present in this cluster.", + "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct model families and code paths, with only superficial textual overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a duplicate target because there is no coherent duplicate family here.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position handling, but one is about Smollm3 dropping layers and the other is a Qwen2.5-VL temporal scaling bug. Different models and different failure modes." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement in relative positional encoding is unrelated to T5 decoder-input validation error messaging." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is just a reproduction of an earlier issue; the other is a broken Nemotron example. No evidence they are the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a leading-space encode/decode issue in CodeLlama." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and a removed-config CI breakage are different problems." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype handling, but they affect different models and different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder validation wording." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction issue and a long-context FA2 performance regression are not the same underlying defect." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape failure and Bart generate() decoder_attention_mask initialization are separate errors." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different output bugs: RTDetrV2 output divergence vs VideoPrism hidden_states assignment." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but one is gguf_file handling for Auto* loaders and the other is a specific model load failure for cjvt/sleng-bert." + }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-loading are different config bugs." + "reason": "Both are config-related, but one is missing num_labels propagation and the other is strict config blocking granite_speech." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "XLNet CPU arange placement and flash_attention s_aux=None are unrelated code paths." + "reason": "The first is an image-processor label reduction bug; the second is a sequence-classification loss bug with num_labels=1." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states and Qwen3.5 TP-plan linear_attn are different model-specific issues." + "reason": "Same model family, but one is an FSDP2 shared_kv_states KeyError and the other is a tensor-parallel plan omission causing OOM/shape errors." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Incorrect save_pretrained visual encoder keys is not the same as wrong AutoTokenizer token IDs." + "reason": "XLNet CPU arange placement and flash_attention s_aux=None handling are unrelated bugs." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video processing error and FA2 long-context performance regression are unrelated." + "reason": "Qwen3OmniMoe video-input validation and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Saving incorrect visual encoder keys and wrong tokenizer IDs are different serialization/tokenization problems." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX rotary_pct reload defaulting and rope validation TypeError are different bugs." + "reason": "One is config persistence on reload; the other is rope-parameter validation on JSON-loaded lists." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated failures." + "reason": "PyTorch import detection and a NoneType broadcast error in Trainer are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + "reason": "RTDetrV2 output differences and Qwen3.5 checkpoint save corruption are separate regressions." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding failure are different model paths." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific bugs." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but the models and failure modes differ." + "reason": "Both mention hidden_states, but one is CLIPVisionModel returning None and the other is VideoPrism mislabeling last_hidden_state as hidden_states." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Generic AutoConfig trust_remote_code field loss is not the same as Qwen3_5MoeVisionConfig strict field dropping." + "reason": "Both are config-field issues, but they affect different models and different mechanisms (remote-code missing fields vs strict dropping a vision config field)." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input error messaging are unrelated." + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are unrelated." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both concern tied weights, but one is device-dependent save serialization and the other is a broader translation-model issue." + "reason": "Both touch tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model tied-weights regression." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different trainer/deepspeed bugs." - }, - { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." - }, - { - "left": "issue:43653", - "right": "issue:44361", - "accept": false, - "reason": "BigBird mask-token decode bug and MLuke task AttributeError do not share the same defect." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are different features." - }, - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to DiffusionGemmaGenerationOutput pipeline failure." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Auxiliary-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are separate problems." - }, - { - "left": "issue:38175", - "right": "issue:43295", - "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different bugs." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "gguf_file loading breakage and offline model_info call in Mistral regex patch are distinct from_pretrained issues." - }, - { - "left": "issue:43994", - "right": "issue:44898", - "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are unrelated vision-model bugs." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "Gemma 4 mistral_common import failure and Windows ROCm torch.distributed dependency issues are different environment problems." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading KeyError are separate model-specific defects." + "reason": "Gemma3 ZeRO-3 loading and trainer.evaluate() after train() are different failure paths with no clear shared root cause." } ] }, @@ -7485,290 +7344,278 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:29159", - "issue:32090", "issue:33357", - "issue:33666", - "issue:36010", - "issue:41720", + "issue:38175", "issue:42898", "issue:43295", "issue:43452", - "issue:43504", + "issue:43525", + "issue:43531", "issue:43550", "issue:43577", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", + "issue:43742", "issue:43749", "issue:43756", + "issue:43819", "issue:43927", + "issue:43994", "issue:44361", + "issue:44442", "issue:44464", - "issue:44466", "issue:44479", "issue:44484", - "issue:44554", + "issue:44493", "issue:44568", "issue:44625", "issue:44704", - "issue:44734", "issue:44743", + "issue:44811", "issue:44821", "issue:44843", - "issue:44977", + "issue:44898", "issue:44991", "issue:45356", - "issue:45440", + "issue:45372", "issue:45491", "issue:45542", "issue:45701", "issue:45704", "issue:46002", "issue:46050", + "issue:46170", "issue:46178", "issue:46402", "issue:46491", - "issue:46612", - "issue:46693", + "issue:46701", "issue:46821" ], "soft_pairs": [ + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:43531|issue:43742", "issue:45542|issue:46178", "issue:42898|issue:46491", "issue:43295|issue:45356", "issue:43653|issue:44568", - "issue:29159|issue:33357", "issue:43646|issue:43749", - "issue:43452|issue:43577", - "issue:44464|issue:44743", + "issue:29159|issue:33357", "issue:43756|issue:46402", + "issue:43452|issue:43577", "issue:43688|issue:45704", "issue:43653|issue:43927", + "issue:44464|issue:44743", "issue:43688|issue:45701", "issue:44843|issue:44991", - "issue:44484|issue:44704", + "issue:43550|issue:43927", "issue:44821|issue:46821", + "issue:44484|issue:44704", "issue:44479|issue:44625", - "issue:45491|issue:46002", - "issue:43550|issue:44361", - "issue:33666|issue:36010", - "issue:43688|issue:45440", - "issue:44734|issue:46612", - "issue:32090|issue:33666", - "issue:44466|issue:46050", - "issue:44464|issue:44977", - "issue:41720|issue:44464", - "issue:44977|issue:46693", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:43577|issue:44554" + "issue:45491|issue:46002" ], - "prepared_review_unit_hash": "335b7a80c2b09e3144130297ef242a1514cbb216d84ac85cf05878a2014568a7", + "prepared_review_unit_hash": "a2a7d617ceb7a3a68fafdc2cfee2dc3876d19cd50f66f53ab0e2d20e8900b98a", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36552, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "serialized_chars": 36472, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose group of distinct Transformers issues, with many tokenizer/version-regression reports but few true duplicates. I would not merge any of the soft-edge pairs; they generally point to different code paths, models, or failure modes.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45701 is the broadest representative here: a generic tokenization-regression report that can umbrella several nearby tokenizer complaints without being tied to one specific model or edge case.", + "summary": "The cluster is mostly a collection of distinct transformers/model-loading regressions, not one duplicate bug. The only broad commonality is tokenizer/processor-related breakage, but the paired items still point to different concrete code paths and models.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue clearly covers this heterogeneous set; the closest broad anchor is issue 29159 because it is the most general tokenizer-consistency report, but it is still not a true umbrella for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single issue to anchor the cluster because it is broad, central to the tokenizer/version-regression theme, and more representative than the narrower model-specific reports.", + "best_issue_reason": "Issue 29159 is the broadest and most reusable summary of the shared tokenizer theme, but it is too generic to represent all items cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both are backend/import errors, but they concern different backend mappings and different failure points." - }, - { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both involve tokenization behavior, but one is a global v5 cleanup-space change and the other is a CodeLlama leading-space round-trip regression." + "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and different failure modes; not the same underlying bug." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Different regressions: processor/tokenizer image-passing breakage versus Kimi-K2.5 codec and regex warning handling." + "reason": "One is a position-id key regression across models, the other is a save/load issue for sinq-quantized models; unrelated code paths." }, { "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Both are special-token issues, but they affect different models and different token additions (mask token vs BOS/EOS)." - }, - { - "left": "issue:29159", - "right": "issue:33357", + "right": "issue:44361", "accept": false, - "reason": "One is slow/fast tokenizer inconsistency; the other is a MacOS bus error on a CLIP model." + "reason": "Both involve tokenizers, but one is about BigBird special-token registration and the other about MLuke task-time AttributeError; not duplicates." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Custom model init breakage and FSDP CPU RAM-efficient loading are separate initialization/loading problems." + "reason": "Different components and symptoms: DAC forward/from_latents mismatch versus Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer/model loading via gguf is unrelated to BLIP2 dtype propagation." + "reason": "A config attribute error for Llama4 is unrelated to a DiffusionGemma pipeline/output issue." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both involve generation with state/cache, but the concrete bugs are different code paths and models." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are different failures." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different model-specific loading bugs: RoPE layer dropping versus Sam3 text-encoder weights not loading." + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM-efficient loading." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Aux-loss normalization and an RMSNorm memory leak are unrelated implementation bugs." + "reason": "Both hit tokenizer/model loading, but one is gguf_file support and the other is offline model_info calling; different bugs." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Special-token registration bug versus config losing custom token IDs after save/load." + "reason": "Different vision-model regressions with different failing behaviors and model families." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "One is an auxiliary-loss math bug; the other is a broad tokenization-version regression." + "reason": "Gemma processor import/load failure and Windows ROCm torch.distributed import issues are unrelated." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Offline model_info() behavior and a specific tokenizer load failure are different issues." + "reason": "Different model-specific loading/runtime issues; no shared concrete code path." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Save-pretrained shard size question is not the same as kwargs being dropped in cached_file." + "reason": "Both concern backend availability, but one is TensorBoard/TensorFlow backend detection and the other is an invalid tensorflow_text backend mapping entry." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size validation are unrelated." + "reason": "General clean_up_tokenization_spaces behavior changes are not the same as CodeLlama\u2019s leading-space round-trip regression." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "A video-input regression and num_labels propagation are different Qwen3.5 bugs." + "reason": "Different regressions: custom model init/processor handling versus Kimi-K2.5 codec handling and warning behavior." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both mention NaNs, but one is a Gemma3 GPU padding/attention issue and the other is classification-head init/checkout." + "reason": "Both involve special tokens, but the tokenizers and the exact failure modes differ." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "torch.compile/SDPA model execution failure and a tokenizer AttributeError are unrelated." + "reason": "Custom model initialization breakage is unrelated to FSDP RAM-efficient loading." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Multi-GPU training support and a GenerationMixin import error are distinct issues." + "reason": "Tokenizer fast/slow inconsistency does not match a MacOS bus error in a CLIP community model." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Aux-loss normalization is not the same as DeepSeekV3MoE divergence from remote implementation." + "reason": "RoPE-layer dropping in Smollm3 and missing text encoder weights in Sam3Model are different model-construction bugs." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "KV-cache continuation crash and skipped beam-search cache reorder are different generation bugs." + "reason": "gguf_file loading breakage and BLIP2 dtype propagation are separate issues." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Qwen2-VL multi-GPU training are not the same failure." + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Serialization of tied weights depending on device is different from sinq quantization save/load breakage." + "reason": "Special-token registration in BigBird and DiaConfig token-ID loss after save/load are different persistence/decoder problems." }, { "left": "issue:44464", - "right": "issue:44977", + "right": "issue:44743", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Both involve generation/caching, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and compiled-forward generation inconsistency are separate bugs." + "reason": "Aux-loss normalization is not the same as a broad tokenization-version change report." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "A correctness failure with flash-attention is distinct from a long-context performance regression." + "reason": "Offline model_info handling and est-roberta tokenizer loading failures may both be tokenizer-related, but they are different bugs." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Legacy-field loading failure and SDPA/torch.compile failure affect different model code paths." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID persistence." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Legacy-field model loading and BitNet packed-weight unpacking are unrelated loading bugs." + "reason": "Video-input regression across Qwen VL variants is different from num_labels propagation in Qwen3.5." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "BLIP2 dtype propagation and an MPS attention correctness issue are different bugs." + "reason": "Both mention NaNs, but they occur in different models and stages: Gemma3 attention embeddings versus classification-head init/checkpointing." } ] }, @@ -7787,17 +7634,17 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:28218", - "issue:33357", + "issue:32090", "issue:33666", + "issue:36010", "issue:36331", "issue:39692", - "issue:42796", + "issue:41720", "issue:43262", "issue:43278", "issue:43295", @@ -7805,281 +7652,288 @@ "issue:43493", "issue:43504", "issue:43525", + "issue:43550", "issue:43572", + "issue:43577", "issue:43606", "issue:43611", "issue:43643", - "issue:43646", "issue:43688", "issue:43720", "issue:43782", "issue:43825", - "issue:43844", "issue:43927", - "issue:43994", "issue:44361", "issue:44451", + "issue:44464", "issue:44466", "issue:44514", "issue:44554", "issue:44561", "issue:44610", "issue:44625", - "issue:44849", + "issue:44734", "issue:44964", "issue:44977", "issue:45290", "issue:45405", + "issue:45440", "issue:45584", "issue:45823", "issue:46050", - "issue:46192", "issue:46209", "issue:46365", + "issue:46612", "issue:46693", - "issue:46710", "issue:46846" ], "soft_pairs": [ + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:44977|issue:46693", "issue:43643|issue:44561", "issue:43611|issue:46846", + "issue:43577|issue:44554", "issue:43720|issue:43927", "issue:33666|issue:36331", - "issue:43278|issue:43688", "issue:43504|issue:44610", - "issue:43782|issue:46693", "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43782|issue:46693", "issue:43262|issue:43295", "issue:44514|issue:45290", "issue:39692|issue:43493", - "issue:43720|issue:44361", "issue:43525|issue:43572", + "issue:43720|issue:44361", "issue:44964|issue:45405", "issue:44554|issue:46365", "issue:43493|issue:43825", "issue:44977|issue:46209", "issue:44625|issue:45584", "issue:43452|issue:44451", - "issue:45823|issue:46050", - "issue:28218|issue:33357", - "issue:42796|issue:44977", - "issue:43994|issue:46192", - "issue:44849|issue:46209", - "issue:39692|issue:43295", - "issue:43278|issue:43844", - "issue:43493|issue:43844", - "issue:33357|issue:33666", - "issue:46209|issue:46710", - "issue:43646|issue:44466" + "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "42fa95d5608cc922fe0a4fa1d5b9877cd83cab990d24058489488f8e88007e77", + "prepared_review_unit_hash": "43cc2b173d3da616c32a08747ff7b6cfb0adc03bf5ac0c2ff71f59e3115ca8eb", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36206, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "soft_pair_count": 31, + "serialized_chars": 36583, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the suggested links mostly connect superficially similar Transformers issues across unrelated models, configs, and code paths.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "summary": "This cluster is a heterogeneous set of unrelated Transformers issues. The soft pairs are mostly broad semantic matches (e.g. generation, loading, processors, config) but do not describe the same concrete bug or fix, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; 43611 is the broadest regression report, but it still does not summarize the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Both mention trust_remote_code, but one is about missing config fields and the other about removal of is_torch_fx_available; different breakages." + "reason": "Different failures: Qwen2-VL multi-GPU training vs GenerationMixin import error; no shared underlying bug." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "One is a base_model_prefix loading regression; the other is a Qwen3.5 tensor-parallel OOM/shape-plan bug." + "reason": "Both are model correctness issues, but they affect different models and mechanisms (aux-loss normalization vs DeepSeekV3 divergence)." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "BitNet packed-weight loading during accelerate vs DiaConfig token ID persistence; unrelated model families and failure modes." + "reason": "Trainer GPU broadcast TypeError is a different training-path bug from Qwen2-VL multi-GPU support." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Multi-GPU training support and a custom trainer method-signature error are different issues." + "reason": "Both involve generation/cache handling, but one is server KV continuation indexing and the other is beam-search cache reorder skipping for specific model classes." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "Both touch save/load behavior, but one is tied-weight serialization and the other is sinq quantization persistence." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Legacy field loading failure for BEiT is unrelated to OmDet processor/model size mismatch." + "reason": "Both are generation-output bugs, but the code paths differ: compiled forward chunking vs flash-attention on Qwen3.5." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Qwen3VL loading with weight_only=True and FA2 long-context performance regression are different problems." + "reason": "Unrelated bugs: legacy preset loading for BEiT vs torch.compile/SDPA failure for Bamba." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token ID save/load corruption." + "reason": "Both are model-loading issues, but they are different root causes and different model families." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Default sampling-rate handling and processor.tokenizer/image regression are separate audio/multimodal bugs." + "reason": "Different runtime failures: auto device-mapping cuda assert vs compiled forward chunked generation inconsistency." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Batched padding=False crash and tool-call messages without content are distinct apply_chat_template edge cases." + "reason": "Same broad FA2 area, but one is incorrect generation and the other is a performance regression; not the same fix." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Broken documentation example and HF-vs-JAX implementation discrepancy are not the same underlying issue." + "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Packed-weight loading failure and MLukeTokenizer AttributeError are unrelated." + "reason": "Loading with base_model_prefix is unrelated to missing TP plan entries for Qwen3.5 linear_attn." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Both are missing pad-token fields, but in different model configs and different attribute names; not one bug." + "reason": "Different problems: dtype propagation in BLIP2 load vs an MPS attention correctness issue." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal and a PEFT version pin issue do not share the same code path." + "reason": "Both are save/load related, but packed-weight loading and DiaConfig token IDs are separate bugs." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "MPS attention correctness and Trainer import failure due to datasets are unrelated." + "reason": "Multi-GPU Qwen2-VL training and Trainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "SigLIP2 implementation mismatch and pipeline translation error messaging are different subsystems." + "reason": "Different model-loading/processor bugs: BEiT legacy field vs OmDet-Turbo size mismatch." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 and FP8 inference failure on B200 are distinct hardware/model issues." + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID persistence." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "num_labels propagation and Whisper empty-transcription handling are unrelated." + "reason": "Different model behaviors: BF16/FP32 dtype regression vs auxiliary-loss normalization." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "gguf_file loading regression and inability to load ScandiBERT are not the same bug." + "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are separate issues." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Gemma4 PLE device placement and sinq save/load quantization breakage are different failures." + "reason": "Both involve processor APIs, but one is audio sampling rate defaulting and the other is tokenizer/image handling regression." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are unrelated." + "reason": "Both crash in apply_chat_template, but on different inputs and different code paths (batched padding vs tool-call assistant messages)." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "BPE marker handling in Ministral and Qwen3.5 flash-attention generation are different tokenizer/model bugs." + "reason": "Same SigLIP2 model family, but docs-example mistakes and HF-vs-JAX implementation discrepancy are not the same bug." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "SigLIP2 bad outputs with AutoModel/pipeline and return_tensors being ignored are unrelated." + "reason": "Both are missing config token fields after v5, but they affect different attributes and model configs." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 B200 inference failure do not share a concrete code path." + "reason": "Different failures: accelerate loading of packed BitNet weights vs MLukeTokenizer task AttributeError." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Docs example errors and processor.tokenizer/image regression are separate issues." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the unreleased PEFT version bump." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Eval dtype change for embeddings and ZeRO-3 gradient blow-up are different training behaviors." + "reason": "MPS attention correctness and Trainer import failure are unrelated." }, { "left": "issue:43493", - "right": "issue:43844", + "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient regression are unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are different model/use-case failures." + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different issues." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "FP8 inference on B200 and DeepSeek accuracy regression after upgrade are distinct bugs." + "reason": "Different model-specific bugs: Qwen3.5 label propagation vs Whisper empty-transcription generation failure." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but gguf_file breakage and inability to load ScandiBERT do not share the same root cause." + }, + { + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate v5 regressions." + "reason": "Different bug classes: Gemma4 device-map mismatch during forward vs sinq quantized save/load breakage." } ] }, @@ -8098,293 +7952,299 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "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:43572", "issue:43575", "issue:43606", - "issue:43653", + "issue:43646", "issue:43701", "issue:43824", "issue:43844", "issue:43927", - "issue:43937", + "issue:43994", "issue:44112", "issue:44291", "issue:44361", - "issue:44464", + "issue:44466", "issue:44488", - "issue:44493", "issue:44568", "issue:44589", "issue:44792", "issue:44843", "issue:44849", - "issue:44869", - "issue:44964", + "issue:44977", "issue:45072", - "issue:45200", - "issue:45229", "issue:45245", "issue:45357", "issue:45405", "issue:45520", - "issue:45584", "issue:45759", "issue:45812", - "issue:46285", + "issue:46192", + "issue:46209", "issue:46399", - "issue:46424", - "issue:46468", "issue:46489", - "issue:46701", "issue:46710", - "issue:46752", "issue:46821", "issue:46832", "issue:46846" ], "soft_pairs": [ - "issue:44568|issue:46489", + "issue:28218|issue:33357", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:46209|issue:46710", "issue:44849|issue:45357", "issue:43278|issue:43701", + "issue:44568|issue:46489", "issue:44792|issue:45405", "issue:43824|issue:44589", "issue:43927|issue:44361", "issue:44488|issue:44843", + "issue:44589|issue:45520", "issue:44568|issue:45812", "issue:46821|issue:46832", "issue:45072|issue:46832", - "issue:44589|issue:45520", "issue:43575|issue:45405", "issue:43504|issue:43606", - "issue:46399|issue:46846", "issue:43257|issue:43299", - "issue:43606|issue:44112", - "issue:45245|issue:46710", + "issue:46399|issue:46846", "issue:43334|issue:45759", + "issue:43606|issue:44112", "issue:43334|issue:43572", "issue:43572|issue:44291", - "issue:44493|issue:46285", - "issue:43937|issue:46701", - "issue:44464|issue:46424", - "issue:43504|issue:43653", - "issue:44464|issue:45584", - "issue:45200|issue:45229", - "issue:46468|issue:46832", - "issue:44869|issue:46752", - "issue:43844|issue:44964" + "issue:45245|issue:46710" ], - "prepared_review_unit_hash": "000b6c64d199014472be9e689aa89abe4f3e15335f5431929cef0d0300e3d925", + "prepared_review_unit_hash": "d56fe5fd23a9a3a1b68d31e520fc0e505acbd729bbfda955b9668c2254b4c79e", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36553, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36267, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated Transformers bug reports that only share broad themes like loading regressions, config changes, and tokenizer/model-family issues. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44291 is the broadest and most representative regression here: a v5+ loading failure around `init_empty_weights`/model initialization that matches the cluster\u2019s dominant load-path theme better than the more model-specific reports.", + "summary": "This cluster is heterogeneous: it contains many unrelated issues across tokenizers, Qwen/VL loading, dtype/offload, CI, and model-specific regressions. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links should stay rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here: the items span multiple distinct bugs and subsystems, so none can represent the cluster without over-merging.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the best single issue to anchor the cluster because it is concrete, regression-oriented, and broadly about model loading internals rather than a narrow model-specific symptom.", + "best_issue_reason": "If one issue must be used as a loose representative, issue 45812 is the strongest because it describes a broad tokenizer regression affecting all Granite models and has the clearest impact signal, but it still does not unify the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer-related, but they describe different failures in different models and code paths; not the same bug." + "reason": "Tokenizer whitespace bug vs MacOS bus error on a CLIP model; completely different symptoms and code paths." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "One is an `output_hidden_states` runtime issue, the other is a `save_pretrained` key regression; different behaviors and fixes." + "reason": "Different model families and failures: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Embedding dtype drift and checkpoint key mismatch are unrelated issues." + "reason": "SigLIP2 model/pipeline mismatch vs a text_kwargs/return_tensors behavior bug; unrelated functionality." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "A failing janus generation test and a PEFT version bump are not the same underlying problem." + "reason": "Qwen3.5 hidden-state output bug vs FP8 inference on B200; no shared concrete code path." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "ImportError for a missing class and a storage-object lookup error are distinct failures." + "reason": "Training/eval dtype change for embeddings vs ZeRO-3 gradient explosion; too different to be duplicates." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Different models, different exceptions, different code paths." + "reason": "Documentation example errors vs a regression in processor/tokenizer API behavior; not the same bug." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Model loading failure for a specific model and an offline-mode `model_info()` regression are unrelated." + "reason": "SigLIP2 implementation discrepancy vs DeepSpeed training instability; unrelated issues." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Both concern tokenization output, but one is missing added BOS/EOS tokens while the other is a broader Granite token-id regression." + "reason": "MacOS bus error in CLIP loading vs Qwen2-VL multi-GPU training question; no overlap in failure mode." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "TimesFM window-size handling and RT-DETR feature-level handling are unrelated." + "reason": "Custom model init regression vs state serialization inconsistency; separate code paths and symptoms." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Different models and different bugs: dtype mismatch vs forward-shape mismatch." + "reason": "FP8 inference issue vs accuracy regression after upgrade; not the same underlying defect." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Float8 storage lookup and `flash_attn` import key errors are separate compatibility issues." + "reason": "Hidden-states behavior in Qwen3.5 vs incorrect visual encoder keys on save_pretrained; distinct bugs." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "TP OOM on Qwen2 and an unreleased PEFT minimum-version bump are not the same bug." + "reason": "Embedding dtype mismatch vs resume_from_checkpoint key mismatch; unrelated failures." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Legacy-field loading in BEiT segmentation and CPU offload device mismatch in Bark are unrelated." + "reason": "mDeBERTa special-token insertion bug vs DeepSeek-Coder tokenizer output regression; both tokenizer-related but not the same concrete issue." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both mention Qwen3.5, but one is kernel registration failure and the other is tensor-parallel plan coverage; distinct fixes." + "reason": "Janus test failure vs PEFT version bump; no common bug or fix." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Both are Qwen MOE loading reports, but one is accelerate/deepspeed conversion and the other is a dev-version loading break; not the same concrete bug." + "reason": "Missing Qwen2.5-VL import symbol vs Float8 storage lookup error; unrelated." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "A runtime device mismatch and a stale CI test are different problems." + "reason": "DiaConfig save/load token IDs loss vs MLukeTokenizer AttributeError; different models and failure modes." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Category-count overflow and post-upgrade accuracy regression are unrelated." + "reason": "Model loading failure vs offline model_info call in a tokenizer patch; not the same underlying problem." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing `pad_token_id` attribute and the other is `from_config` not unwrapping `text_config`; different failure modes." + "reason": "Float8 storage deserialization vs flash_attn import_utils KeyError on Python 3.13; unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Both are missing-token-id style config regressions, but they affect different models and fields." + "reason": "Different tokenizer regressions in different model families; similar theme is not enough to merge them." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "One is a config field rename/regression, the other is an initialization-arg loading failure; not the same issue." + "reason": "TimesFM window_size attribute error vs RT-DETR feature-level mismatch; separate model-specific bugs." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency are separate regressions." + "reason": "bfloat16 dtype mismatch in inference vs RT-DETR forward shape/type error; no shared code path." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "GenerationConfig validation and a diffusion pipeline failure are not the same bug." + "reason": "TP OOM on a Qwen model vs a dependency version bump; completely unrelated." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and cache max-length semantics are different generation/cache issues." + "reason": "Legacy field preventing Beit loading vs CPU offload device mismatch in bark-small; unrelated." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Different model families and failures: legacy preset field vs tokenizer special-token registration." + "reason": "Both mention Qwen3 MOE loading, but one is accelerate/deepspeed weight conversion and the other is a dev loading regression; too different to treat as one bug." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Both touch generation, but the root causes are different: compiled-forward chunking vs empty-transcription/alignment handling." + "reason": "Kernel-registration crash vs TP plan omissions causing OOM/shape errors; distinct defects." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Same model family, but one is a missing default for text-only fine-tuning and the other is a multi-GPU OOM." + "reason": "Missing pad_token_id on Qwen3-VL text config vs composite config unwrapping in AutoModelForCausalLM.from_config; related area but different bug." }, { - "left": "issue:46468", - "right": "issue:46832", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "An example script breakage and an RT-DETR forward type error are unrelated." + "reason": "Model CPU offload failure vs stale CI test in another model; not duplicates." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Whisper timestamp decode crash and empty-list chat template crash are different empty-input edge cases in different components." + "reason": "Qwen3-VL pad_token_id issue vs StableLmConfig pad_token_idx issue; same token-field theme but different models and root causes." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field vs init_empty_weights argument incompatibility; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are unrelated regressions." + "reason": "Category-count limit error vs downstream accuracy regression; no shared bug." } ] }, @@ -8403,10 +8263,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:15354", "issue:28218", @@ -8415,30 +8275,28 @@ "issue:30333", "issue:32090", "issue:34567", - "issue:37428", "issue:38175", "issue:41720", "issue:42490", "issue:43065", - "issue:43295", - "issue:43450", "issue:43493", - "issue:43540", - "issue:43572", + "issue:43504", + "issue:43653", "issue:43696", "issue:43701", + "issue:43844", "issue:43873", - "issue:43957", + "issue:43937", "issue:43994", - "issue:44186", "issue:44423", + "issue:44464", "issue:44493", "issue:44554", "issue:44734", + "issue:44869", + "issue:44964", "issue:44977", - "issue:45072", "issue:45084", - "issue:45198", "issue:45200", "issue:45229", "issue:45406", @@ -8446,29 +8304,39 @@ "issue:45479", "issue:45520", "issue:45588", - "issue:45759", "issue:45823", "issue:46050", "issue:46121", - "issue:46192", + "issue:46285", "issue:46369", + "issue:46424", "issue:46701", "issue:46710", - "issue:46821", - "issue:46829" + "issue:46752", + "issue:46829", + "issue:46832", + "issue:46858" ], "soft_pairs": [ + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:46832|issue:46858", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:43844|issue:44964", "issue:45229|issue:45823", "issue:43873|issue:46050", + "issue:44869|issue:46752", "issue:29942|issue:30333", "issue:43994|issue:44493", "issue:45588|issue:46050", "issue:29159|issue:32090", "issue:42490|issue:43696", - "issue:44977|issue:46701", "issue:45084|issue:45520", - "issue:28218|issue:34567", + "issue:44977|issue:46701", "issue:43065|issue:46369", + "issue:28218|issue:34567", "issue:45479|issue:46829", "issue:44423|issue:44734", "issue:44554|issue:45446", @@ -8476,220 +8344,198 @@ "issue:43493|issue:43701", "issue:41720|issue:46710", "issue:45406|issue:46121", - "issue:44977|issue:46710", - "issue:37428|issue:43957", - "issue:45072|issue:45198", - "issue:43295|issue:43450", - "issue:45588|issue:45759", - "issue:43540|issue:45200", - "issue:44186|issue:46192", - "issue:43572|issue:46821", - "issue:43295|issue:43873", - "issue:45200|issue:45823", - "issue:45823|issue:46192" + "issue:44977|issue:46710" ], - "prepared_review_unit_hash": "e7d6b92a1648c6392f6b6a808515ad143453ed5e93eef6edfc985770351dd296", + "prepared_review_unit_hash": "d13655258cbad8d1ac50ede075371f9df30ccfcbf803b3793cedbdbf163420ab", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36478, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "soft_pair_count": 27, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated issues across tokenization, serving, quantization, multimodal processors, attention, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not form a single duplicate topic.", + "summary": "This cluster is not a true duplicate set; the issues span many unrelated subsystems (tokenizers, serving, quantization, multimodal models, training, and backend-specific bugs). No PRs are present. If a representative issue is needed, the most active broad bug report is the best anchor, but it does not imply duplication across the cluster.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43873 is the strongest representative by activity and scope: it is open, has multiple inbound references, and concerns a broadly impactful quantization/offloading bug. However, the cluster itself does not look like one coherent duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative for the cluster because the reported failures span many unrelated subsystems and models.", + "best_issue_reason": "Issue 43873 is the best issue candidate because it is actively discussed, open, and likely to draw follow-up fixes. It is more representative than the model-specific or one-off reports, even though the items here are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model/output structure changes, but they affect different models and different failure modes: unexpected key/position-id handling vs CLIP text-model attribute layout." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both are loading/tokenizer-related bugs, but one is a legacy field during BEiT model loading and the other is BigBirdTokenizer special-token registration; different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/forward behavior, but one is chunked generation with compiled forward and the other is cache length handling for quantized cache. Not the same bug." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "Both involve tensor/index arithmetic, but one is RT-DETR feature-level mismatch and the other is static-cache seq-length on non-CUDA backends. Different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Both relate to generation, but one is GenerationConfig validation and the other is a multimodal pipeline output/type issue. No shared concrete fix." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a missing default for mm_token_type_ids in fine-tuning; the other is multi-GPU inference OOM. Different problems and remedies." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: ZeRO-3 gradient growth versus model loading failure for Phi-4 multimodal. Only a loose training/model-inference theme is shared." + }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both mention Gemma4/inference, but one is CUDA OOM and the other is a device-mapping forward mismatch; different bugs." + "reason": "Both are Gemma4-related, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch during forward. Not the same concrete bug." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load corruption for sinq; not the same code path." + "reason": "Both mention quantization/offloading, but one is about offloading not working as expected and the other is post-save/load breakage for sinq quantization. Distinct issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both crash on edge cases, but one is Whisper timestamp decoding with a trailing replacement character and the other is apply_chat_template on an empty list. Different code paths." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on job failure are unrelated subsystems and failure modes." + "reason": "Flash Attention test failures and MLflow reporting after training failure are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 wrong outputs and unexpected position-id keys are distinct model/regression symptoms." + "reason": "One is a SigLIP2 inference discrepancy, the other is a model key/position-id structure issue. No shared underlying bug." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "One is a flash-attention sink-less model crash; the other is a quantized model persistence bug. No shared underlying defect." + "reason": "Flash-attention aux state handling and sinq save/load breakage are unrelated; both are quantization-adjacent but not the same fix." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a Trainer GPU broadcast NoneType error are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast NoneType error." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." - }, - { - "left": "issue:44977", - "right": "issue:46701", - "accept": false, - "reason": "Different models and different failure surfaces: flash-attention generation bug vs image-text-to-text pipeline failure." + "reason": "Import-path warning and CUDA OOM are completely different." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and Python 3.13 flash_attn import lookup are different issues." + "reason": "Compilation failure for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer spacing after added token and TrainerState token count not updating are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure do not share the same code path." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both touch SAM3, but one is about a dummy Conv2d implementation and the other is a memory overflow when calling the model." + "reason": "Both are Sam3-related, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow when calling the model; too weak to treat as one bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-token spacing and TrainerState token-count tracking are unrelated." }, { "left": "issue:45479", "right": "issue:46829", "accept": false, - "reason": "Zero-loss classification edge case and a VideoPrism hidden_states output bug are different model bugs." + "reason": "Sequence-classification zero-loss behavior and VideoPrism output field confusion are different model/task bugs." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related, but one crashes on multimodal inputs and the other on KV-cache continuation tensor indexing." + "reason": "Both are serve crashes, but one is a multimodal string-to-device error and the other is KV-cache continuation tensor indexing. Distinct code paths." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness issue and a flex_attention import version check are not the same bug." + "reason": "MPS attention correctness and a PyTorch version check in flex_attention are not the same defect." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability inference are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and a DeepSeek accuracy regression after upgrade are different failures." + "reason": "Auto device mapping cudaErrorAssert and a model accuracy regression after upgrade are separate issues." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4 processor _tokenizer attribute crash and rope-params JSON list handling are unrelated." + "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter validation TypeError are unrelated." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "A flash-attention generation issue for Qwen3.5 is unrelated to a DeepSeek accuracy regression." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Missing flash-support import and meta-device model-loading breakage are different issues." - }, - { - "left": "issue:45072", - "right": "issue:45198", - "accept": false, - "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share a concrete code-path bug." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Processor.tokenizer regression and batched video output shape are different multimodal-processing problems." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "Flash-attention crash on sink-less models and missing text_config unwrap in composite Qwen configs are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are distinct bugs." - }, - { - "left": "issue:44186", - "right": "issue:46192", - "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/batched truncation and ignored return_tensors with text_kwargs are separate tokenizer issues." - }, - { - "left": "issue:43572", - "right": "issue:46821", - "accept": false, - "reason": "StableLm config pad_token_idx regression and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are different bugs." - }, - { - "left": "issue:45823", - "right": "issue:46192", - "accept": false, - "reason": "Gemma4 device-mapping mismatch and ignored return_tensors behavior are unrelated." + "reason": "Flash-attention generation failure and an accuracy regression after upgrade do not indicate the same underlying bug." } ] }, @@ -8708,10 +8554,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:28218", "issue:29870", @@ -8723,14 +8569,11 @@ "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", @@ -8738,34 +8581,46 @@ "issue:43824", "issue:43844", "issue:43856", - "issue:43950", - "issue:43975", + "issue:43873", + "issue:43957", "issue:44112", - "issue:44442", + "issue:44186", "issue:44466", "issue:44521", "issue:44554", "issue:44610", - "issue:44792", "issue:44849", "issue:44987", + "issue:45072", "issue:45127", "issue:45198", + "issue:45200", "issue:45290", "issue:45356", "issue:45381", "issue:45520", - "issue:45563", + "issue:45588", + "issue:45759", + "issue:45823", "issue:46178", "issue:46192", "issue:46209", - "issue:46285", - "issue:46512" + "issue:46821" ], "soft_pairs": [ + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43295|issue:43873", + "issue:45200|issue:45823", + "issue:45823|issue:46192", "issue:43295|issue:44610", - "issue:29870|issue:29942", "issue:45520|issue:46178", + "issue:29870|issue:29942", "issue:43572|issue:44987", "issue:43232|issue:44849", "issue:43550|issue:43844", @@ -8773,207 +8628,218 @@ "issue:44554|issue:45356", "issue:37428|issue:43824", "issue:42490|issue:43493", - "issue:39692|issue:46192", "issue:38175|issue:43493", "issue:44521|issue:45290", - "issue:44466|issue:45127", + "issue:39692|issue:46192", "issue:43653|issue:44112", + "issue:44466|issue:45127", "issue:45381|issue:46209", "issue:43278|issue:43856", - "issue:28218|issue:35141", "issue:42915|issue:43824", - "issue:43950|issue:46285", - "issue:43824|issue:43975", - "issue:43334|issue:43525", - "issue:43452|issue:46512", - "issue:43262|issue:43450", - "issue:44442|issue:45198", - "issue:44792|issue:45563" + "issue:28218|issue:35141" ], - "prepared_review_unit_hash": "31e9a5d0acb50737d555d56d9c0a589ede0a7807c632caf0f315213d3c6a8b16", + "prepared_review_unit_hash": "70d43b4f6565a753e83a07f6495ac3e17337dce9c708c590f1889ae0a875eba5", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35834, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes tokenizer, generation, vision/audio processor, config/import, and performance issues across unrelated code paths. The soft pairs are mostly keyword-similar but not the same underlying bug or change, so none should be merged.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This set is highly heterogeneous; most soft pairs share only broad subsystem or model-family similarity, not the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43295 is the broadest, most user-facing regression in the set and overlaps with several nearby multimodal/tokenizer candidates, making it the best single representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43295 has a clear reproduction scope, regression framing, and broad impact on processor/tokenizer behavior, so it is the strongest canonical issue candidate among these mostly unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import problems, but one is a flash-attention symbol import error and the other is a meta-device model-loading regression; different code paths and fixes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch in inference, the other is a Wav2Vec2 save/tokenization failure; not the same bug." + }, { "left": "issue:43295", - "right": "issue:44610", + "right": "issue:43450", "accept": false, - "reason": "Both involve processor/tokenizer inputs, but one is a regression in custom model code and the other is an OmDet-Turbo size mismatch; different code paths and fixes." + "reason": "Both involve multimodal processing, but one is a tokenizer/processor image-passing regression and the other is a batched video-shape issue; distinct failures." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "These touch model loading and multimodal config handling, but one is a flash_attention None-attribute crash and the other is text_config unwrapping in AutoModel; different root causes." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and Gemma4 mm_token_type_ids defaulting are unrelated multimodal bugs." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are unrelated config/API issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and return_tensors being ignored are different tokenizer API bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer image regression and quantization offloading behavior are different subsystems and failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only fine-tuning defaults and a device_map forward mismatch are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "A Gemma4 device-placement bug and ignored return_tensors kwarg do not share a concrete code-path problem." + }, + { + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Bart generate() decoder mask error and Flash Attention 2 test failures are unrelated bugs in different subsystems." + "reason": "Both are processor-related, but one is tokenizer/image access regression and the other is an OmDet-Turbo image-size mismatch." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend mapping failures, but one is a flash_attn import issue on Python 3.13 and the other is an unsupported tensorflow_text backend entry; not the same bug." + "reason": "Both are import/backend mapping issues, but they concern unrelated backend names and code paths." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A decoder_attention_mask generation bug and failing Flash Attention 2 tests are not the same issue." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "One is a missing pad_token_idx config attribute, the other is a model loading failure for a specific repository; no clear shared underlying bug." + "reason": "One is missing StableLmConfig pad_token_idx, the other is a model-loading failure for a specific repo; no clear shared root cause." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and Qwen3.5 output_hidden_states behavior are different generation bugs." + "reason": "Generation kwargs sync behavior and a Qwen3.5 output_hidden_states bug are separate generation/model issues." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and gradient growth under ZeRO-3 are unrelated training/runtime problems." + "reason": "torch.compile+SDPA failure in Bamba and ZeRO-3 gradient growth are different training/runtime bugs." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batching shape and tensor-parallel OOM are different issues with no shared fix path." + "reason": "Batched video processor shape errors and a tensor-parallel OOM are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer codec warnings are unrelated; one is a backend math bug, the other is tokenizer regression." + "reason": "An MPS attention correctness issue and a Kimi tokenizer regression are not the same code path." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols/modules and different affected models; not the same import bug." + "reason": "Both are import errors, but for different missing symbols and modules; no shared fix is evident." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path slash import warning and SigLIP2 implementation discrepancy are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 doc example problems and return_tensors being ignored are different behaviors and fixes." + "reason": "A trailing-slash local-path import warning and a SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not clearly the same concrete bug." + "reason": "Both concern SigLIP2, but one is zero probabilities on a model and the other is a broader HF-vs-JAX discrepancy; insufficient evidence they are the same concrete bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages; different failure modes." + "reason": "Both are chat-template related, but one is assistant mask generation and the other is a crash with tool-call messages; different failures." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both involve tied weights, but one is serialization differing by device and the other is LoRA merging with extended vocabulary causing collapse; distinct bugs." + "reason": "SigLIP2 documentation example errors and a return_tensors kwarg bug are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + "reason": "A tokenizer special-token registration bug and a GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA-merge collapse with extended vocab are different tied-weight problems, not the same concrete bug." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids and FP8 inference failure on B200 are different model/runtime issues." + "reason": "Qwen2.5-VL video vision_position_ids and FP8 inference on B200 are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype regression during evaluate and MoE training memory inefficiency are unrelated." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer extra-space behavior and output embedding reinitialization after resize are different bugs in different parts of the stack." + "reason": "A BF16-to-FP32 dtype change in evaluation and Qwen3 MoE memory inefficiency are different issues." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are unrelated." - }, - { - "left": "issue:43950", - "right": "issue:46285", - "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different regression classes." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs and likely different fixes; not enough evidence of the same underlying bug." - }, - { - "left": "issue:43452", - "right": "issue:46512", - "accept": false, - "reason": "gguf_file loading failures and stale config.dtype after from_config are unrelated API regressions." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate default and video processor batch-shape bugs are different processor issues." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different speech-tokenizer bugs." + "reason": "Qwen3Moe FP8 failure and a Qwen2_5_VL import error are unrelated." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Janus image generation test failure and a stale num_return_sequences warning are unrelated generation issues." + "reason": "Tokenizer added-space behavior and post_init reinitializing resized embeddings are separate tokenization/model-initialization bugs." } ] }, @@ -8992,49 +8858,47 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:28282", - "issue:29127", - "issue:29942", - "issue:32090", - "issue:33357", "issue:37428", "issue:38175", "issue:41720", - "issue:43278", + "issue:43262", + "issue:43334", "issue:43335", "issue:43388", "issue:43425", - "issue:43504", + "issue:43450", + "issue:43452", + "issue:43525", "issue:43526", "issue:43550", "issue:43606", - "issue:43611", - "issue:43653", "issue:43819", - "issue:43825", + "issue:43824", "issue:43827", "issue:43901", - "issue:43931", + "issue:43950", + "issue:43975", "issue:44112", "issue:44206", - "issue:44448", + "issue:44442", "issue:44479", "issue:44561", "issue:44610", - "issue:44743", - "issue:44855", + "issue:44792", "issue:44857", "issue:44898", "issue:45083", + "issue:45198", "issue:45200", "issue:45325", "issue:45412", "issue:45520", + "issue:45563", "issue:45584", "issue:45593", "issue:45759", @@ -9043,236 +8907,230 @@ "issue:46209", "issue:46234", "issue:46285", + "issue:46424", "issue:46512", - "issue:46821" + "issue:46821", + "issue:46858" ], "soft_pairs": [ + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", "issue:44898|issue:45412", - "issue:44479|issue:46192", "issue:43819|issue:44112", + "issue:44479|issue:46192", "issue:45200|issue:45325", "issue:43827|issue:43901", "issue:43388|issue:43526", "issue:44561|issue:46234", "issue:43335|issue:43550", "issue:41720|issue:46209", - "issue:44857|issue:45593", "issue:43819|issue:45083", + "issue:44857|issue:45593", "issue:44206|issue:45584", "issue:44610|issue:44857", - "issue:46512|issue:46821", + "issue:46424|issue:46858", "issue:45759|issue:46285", + "issue:46512|issue:46821", "issue:45520|issue:46170", - "issue:38175|issue:45412", "issue:43606|issue:45083", - "issue:37428|issue:43425", - "issue:43335|issue:43653", - "issue:29942|issue:32090", - "issue:43550|issue:44112", - "issue:28282|issue:33357", - "issue:43611|issue:43931", - "issue:44448|issue:44743", - "issue:43335|issue:43504", - "issue:44855|issue:45083", - "issue:43278|issue:43825", - "issue:29127|issue:32090" + "issue:38175|issue:45412", + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "778cca388c6fd6106febdce16f259b81e7d6f9f2389a99cb56a75acd09beecab", + "prepared_review_unit_hash": "8ce4e20dc91566561b1d25f05870bd76810b4b6cc4d435002ddd53da288893a0", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36743, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 27, + "serialized_chars": 36142, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary (pipelines, import utilities, multimodal models, or hardware errors) but do not look like the same underlying bug or change. I would not collapse these into duplicate groups.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across model loading, processors, training, docs, and hardware-specific regressions, so there is no single issue that safely represents the cluster.", + "summary": "This cluster is heterogeneous: the suggested pairs mostly share only broad themes like multimodal configs, import utilities, or cache handling, but they describe different code paths and fixes. None of the soft edges looks like a true duplicate or mergeable same-bug pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue clearly subsumes the cluster; the items are largely unrelated bug reports across different models, processors, and runtime paths.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out; the set is too diverse for one issue to serve as a reliable representative duplicate target.", + "best_issue_reason": "No strong global best issue stands out, since the cluster does not represent one underlying defect or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Different problems: Perceiver non-default resolution failure vs RT-DETR model memory not being released." + "reason": "Both involve model/config structure, but one is a from_pretrained buffer regression and the other is a CLIP class layout inconsistency; different bugs." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "One is a missing Qwen2.5-VL export import error; the other is a detokenization regression in DeepSeek Coder. Not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id on configs, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage and stale dtype on from_config are unrelated API regressions." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape handling are separate processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure and save_pretrained/tokenization failure are different model-specific issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both involve multimodal inputs, but one is a video-input regression and the other is return_tensors/text_kwargs precedence." + "reason": "Perceiver resolution handling and RT-DETR memory release are different subsystems and failure modes." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Unrelated: DAC latent decoding mismatch vs a stale device-override CI test in GraniteSpeech." + "reason": "DAC.from_latents mismatch and a GraniteSpeech CI device-override failure are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression and return_tensors being ignored when text_kwargs is passed are different multimodal behaviors." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both touch multimodal preprocessing, but Gemma mm_token_type_ids defaults and Qwen2.5-VL rope temporal scaling are distinct bugs." + "reason": "Both are multimodal Qwen issues, but one is mm_token_type_ids defaults and the other is rope position scaling." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline/documentation mismatches and different behaviors." + "reason": "Both are docs regressions, but they concern different pipeline docs and different deprecated/changed arguments." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern labels, but the bugs are in different components and have different failure modes." + "reason": "Tuple label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels are separate label-handling bugs." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are import_utils helper regressions, but they are different missing symbols with different compatibility fallout." + "reason": "Both touch import_utils helpers, but they are different missing symbols with different downstream breakages." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different code paths: sparse-layer creation from config vs torch.compile/SDPA failure in Bamba-9B-v2." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model/runtime issues." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are device/GPU-specific, but one is a Qwen3 auto-mapping CUDA assert on A800 and the other is an FP8 inference failure on B200." + "reason": "Different hardware-specific failures: Qwen3 auto device mapping on A800 vs FP8 inference on B200." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different model/training bugs: LwDetr AMP crash vs D-FINE not using auxiliary losses when denoising is off." + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Different subsystems and symptoms: DAC latent/forward mismatch vs qwen3_omni_moe feature-length helper behavior." + "reason": "A CUDA AMP loss crash and missing auxiliary losses are distinct detection-training bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Both affect audio-ish pipelines, but the root causes are unrelated: unsupported feature-extractor arg vs empty transcription after token alignment." + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription handling are separate audio issues." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor image-size mismatch and AMP/CUDA loss crash are unrelated failures." + "reason": "Processor image-size mismatch and LwDetr loss AMP crash do not share the same underlying defect." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Different issues: config.dtype staleness after from_config vs TimesFM window_size raising AttributeError." + "reason": "Both concern cache internals, but one is a max_cache_length config limitation and the other is device-tensor seq-length arithmetic on static cache." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both involve model structure/configuration, but one is composite Qwen multimodal config unwrapping and the other is CLIP text-model structural inconsistency." + "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure drift are unrelated config/model-API regressions." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Different platform/runtime failures: flash_attn import on Python 3.13 vs torch.distributed dependency issues on Windows with AMD ROCm." + "reason": "Stale model.config.dtype after from_config and TimesFM window_size AttributeError are different bugs." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Unrelated: SigLIP zero probabilities vs RT-DETR memory cleanup." + "reason": "A flash_attn import_utils KeyError on Python 3.13 and a Windows ROCm torch.distributed import problem are unrelated compatibility issues." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different bugs in different code paths: CPU offload device mismatch vs qwen3_omni_moe output-length helper behavior." + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior are different paths." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "A specific missing-import regression is not the same as a broad Torch 2.10 incompatibility report." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated model behaviors." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different failures: sparse layer creation in SwitchTransformersConfig vs BigBirdTokenizer special-token registration." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer NoneType broadcast error are separate bugs." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "Different problems in different areas: torch.compile/SDPA failure vs stale CI device-override test." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "ImportError for missing PyTorch and a MacOS bus error with a community CLIP model are not the same issue." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "Different loading regressions: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Different model behaviors: Pegasus output regression vs qwen3_5 recurrent states resetting with cache." - }, - { - "left": "issue:43335", - "right": "issue:43504", - "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Beit pretrained preset loading with a legacy field." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Different symptoms and code paths: DebertaV2 Python 3.13 parsing issue vs qwen3_omni_moe helper behavior." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Embedding dtype drift in eval and an incorrect pipeline() translation error message are unrelated." + "reason": "Missing private flash-support helper import and Torch 2.10 incompatibility are different versioning/import problems." } ] }, @@ -9291,13 +9149,15 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:26413", - "issue:28218", + "issue:28282", + "issue:29127", + "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -9306,284 +9166,282 @@ "issue:37428", "issue:39692", "issue:42490", + "issue:43278", "issue:43335", + "issue:43504", "issue:43526", - "issue:43575", + "issue:43550", "issue:43606", - "issue:43701", + "issue:43611", + "issue:43653", "issue:43720", "issue:43819", + "issue:43825", "issue:43854", + "issue:43931", "issue:44112", - "issue:44206", "issue:44351", - "issue:44360", "issue:44448", "issue:44493", "issue:44514", "issue:44521", - "issue:44561", - "issue:44617", + "issue:44743", "issue:44779", + "issue:44855", "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" + "issue:46566" ], "soft_pairs": [ + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:44855|issue:45083", + "issue:43278|issue:43825", "issue:44514|issue:44521", - "issue:37428|issue:44351", - "issue:43720|issue:44112", "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:43720|issue:44112", + "issue:37428|issue:44351", "issue:43335|issue:45593", "issue:43335|issue:44112", "issue:45290|issue:46326", "issue:46431|issue:46566", "issue:45588|issue:45859", - "issue:45127|issue:45245", "issue:34689|issue:35141", + "issue:45127|issue:45245", "issue:42490|issue:43854", "issue:45310|issue:45478", "issue:45200|issue:45588", "issue:43819|issue:44493", "issue:43606|issue:44857", - "issue:44448|issue:44779", "issue:39692|issue:43526", - "issue:26413|issue:31501", - "issue:44617|issue:46697", - "issue:28218|issue:32090", - "issue:45459|issue:46234", - "issue:39692|issue:44493", - "issue:44206|issue:45823", - "issue:43701|issue:45083", - "issue:44857|issue:45072", - "issue:32090|issue:33357", - "issue:42490|issue:43575", - "issue:44360|issue:44561" + "issue:44448|issue:44779", + "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "c33b163afb43442158d5edb09b5954b3f665d495ae91d0d9f835624ad0dcb060", + "prepared_review_unit_hash": "4544e82ec6f5241fbbb6514229015a7b34d3796d0199009bd96ada822910674d", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36457, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate-looking pair is the two Qwen3.5 MoE `from_pretrained` regressions (45310/45478); the rest describe different models, features, or failure modes and should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45310 is the earlier, clearer representative of the exact duplicate pair with 45478; both report the same Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0.", + "summary": "Most items are unrelated issue reports. The only clear duplicate-like pair is the repeated Qwen3.5 MoE from_pretrained regression (issue 45310 / 45478). No pull requests are present.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the clearest canonical issue: it is the earlier report and has the same exact title as 45478, indicating the same Qwen3.5 MoE from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest canonical issue for this cluster because it is the only near-exact duplicate pair and has a concise, concrete failure description.", + "best_issue_reason": "Issue 45310 is the best overall issue candidate because it is a direct, repeated bug report with the clearest duplicate signal and no competing issue is more central.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks for multimodal inputs; different bugs." + "reason": "Different bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration/decode issue." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." + "reason": "Both mention model/runtime failures on CI, but one is torch.compile+SDPA for Bamba and the other is a stale device-override test in GraniteSpeech; not the same code path." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Completely different failures: BitNet loading vs a GraniteSpeech CI test/device override issue." + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated failures." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Different models and different helper/config code paths." + "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error with a community CLIP model." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Unrelated bugs in different model families." + "reason": "Base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are different model-loading problems." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:43504", "accept": false, - "reason": "No shared code-path bug; model config issue vs CI test failure." + "reason": "SwitchTransformers sparse-layer creation and BEiT legacy preset loading are unrelated." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Both touch chat-template logic, but they describe different tokenizer behaviors and failure modes." + "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are different behavior regressions." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Processor chat-template absence vs device placement of DiffusionGemma weights are unrelated." + "reason": "Python 3.13 TorchScript parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different Qwen3.5-MoE-related problems: flash-attention sink handling vs CPU offload rotary embedding behavior." + "reason": "Embedding dtype drift in training/eval is unrelated to a pipeline task-support error message." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Extended-vocab LoRA collapse is unrelated to the category-count runtime error." + "reason": "Both concern apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs; different defects." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both concern model loading/embedding behavior, but the concrete bugs and affected models differ." + "reason": "SwitchTransformers config bug and qwen3_omni_moe output-length helper bug do not share the same underlying issue." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "A trailing-slash local-path warning is not the same as the GLM-4.7-Flash unit test load failure." + "reason": "LayoutLMv3 error-message clarity and NoneType GPU broadcast failure are not the same bug." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title, same model family, same transformers>=5.4.0 `from_pretrained` regression." + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking on accelerate load is unrelated to the GraniteSpeech stale device-override test." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Gemma 4 token-type defaults and flash-attention sink handling are different bugs." + "reason": "Missing _flash_supports_window_size and missing HybridCache are separate import regressions." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Device mismatch with CPU offload and AMP float16 loss crash are different issues." + "reason": "SwitchTransformers config bug and GraniteSpeech CI test issue are unrelated." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Different output regression for Pegasus vs tokenizer correctness regression for DeepSeek." + "reason": "Both involve chat templates, but one crashes on assistant tool-call messages with no content and the other is a continue_final_message bug for mistral_common tokenizers." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Documentation/quantization example problems are not the same as a BeitImageProcessor label-reduction bug." + "reason": "Missing chat template on a processor and DiffusionGemma staying on meta with device_map=auto are different loading problems." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Training resume iterator failure and FineWeb training not starting are too different to merge as one bug." + "reason": "Flash attention crash on sink-less models with s_aux=None is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "CUDA OOM and image over-padding are unrelated." + "reason": "Llama 3.2 Vision loading regression and token-embedding reinitialization on resize are different bugs." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Tokenizer added-space bug and Trainer broadcast TypeError are different failures." + "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count limit runtime error." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Tokenizer error masking and missing import-utils availability helper are unrelated." + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are unrelated." }, { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 doc/example issues do not match the position-id key regression." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same reported Qwen3.5 MoE from_pretrained error; clear duplicate pair." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Feature-extractor argument handling and Gemma4 PLE device placement are different code paths." + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash attention s_aux handling." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper issue." + "reason": "DAC from_latents / missing STE mismatch is unrelated to unexpected position-id keys." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Different dtype-related failures in different components." + "reason": "CPU offload device mismatch and float16 AMP CUDA crash are different runtime issues." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Unsupported NoneType broadcast and MacOS bus error in CLIP are unrelated." + "reason": "SigLIP2 documentation example errors are unrelated to BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM are different bugs." + "reason": "Pegasus output differences and Deepseek tokenizer regressions are unrelated." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the v5 `is_torch_fx_available` removal breakage." + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are different training issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clear duplicate pair in the provided data is 45310/45478, which share the same title and regression description, and the rest of the rejected pairs are reasonably distinguished by model, code path, or failure mode. No evident overstatement." + "feedback": "The summary is well grounded in the packet. It correctly identifies 45310/45478 as the only clear duplicate pair based on the exact matching title and matching bug description, and the other soft-edge rejections are conservative rather than overstated. No PR pairs are present, so there is nothing mergeability-related to flag." }, "evaluator_used": true, "retried": false, @@ -9599,25 +9457,26 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:10000", "issue:15354", - "issue:25251", "issue:27957", + "issue:28218", "issue:29870", "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", @@ -9626,280 +9485,258 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:43873", + "issue:43701", "issue:43927", - "issue:43976", + "issue:44206", + "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", - "issue:44568", - "issue:44779", + "issue:44617", "issue:44855", "issue:44857", "issue:44977", + "issue:45072", "issue:45083", "issue:45229", "issue:45290", "issue:45381", - "issue:45440", - "issue:45491", - "issue:45563", - "issue:45588", + "issue:45459", "issue:45698", "issue:45823", "issue:45920", "issue:46192", + "issue:46234", "issue:46399", - "issue:46655" + "issue:46655", + "issue:46697" ], "soft_pairs": [ + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44360|issue:44561", "issue:43550|issue:45083", "issue:38175|issue:44493", - "issue:29942|issue:35141", "issue:27957|issue:34689", + "issue:29942|issue:35141", "issue:29870|issue:32090", + "issue:43278|issue:43329", "issue:44448|issue:44977", "issue:45920|issue:46192", - "issue:43278|issue:43329", - "issue:40444|issue:43526", "issue:45290|issue:45381", - "issue:44977|issue:45229", + "issue:40444|issue:43526", "issue:10000|issue:15354", + "issue:44977|issue:45229", "issue:43278|issue:43381", "issue:45290|issue:46655", "issue:44855|issue:46399", "issue:43927|issue:45698", "issue:29870|issue:33290", - "issue:44857|issue:45588", - "issue:37428|issue:42175", - "issue:32090|issue:33290", - "issue:44561|issue:44779", - "issue:43873|issue:45229", - "issue:25251|issue:32090", - "issue:44448|issue:44466", - "issue:43976|issue:45440", - "issue:42490|issue:43873", - "issue:44568|issue:45491", - "issue:45588|issue:45823", - "issue:41720|issue:45229", - "issue:43278|issue:43575", - "issue:44977|issue:45563" + "issue:37428|issue:42175" ], - "prepared_review_unit_hash": "d4c1617c2b1551bef3c936c84a494d720758786672599dbb85f3d608412e713b", + "prepared_review_unit_hash": "fb21b20bf68f0c4879e5f960228cf5dd2293465b95ec77043cd691312385c57d", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37245, - "estimated_input_tokens": 9312, - "estimated_eval_tokens": 18880 + "soft_pair_count": 28, + "serialized_chars": 36180, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "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 cluster is a mix of unrelated tokenizer, generation, quantization, multimodal, and training/runtime issues. The strongest standalone issue anchor is the broad v5 tokenizer regression in issue 45920.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45920 is the broadest, most cross-cutting bug report here: a v5 tokenizer regression affecting multiple model families, with inbound references and a clear shared failure mode.", + "summary": "This cluster is a loose mix of unrelated issues across tokenization, vision, training, serialization, and model-specific regressions. None of the soft pairs look like true duplicates, so there is no strong canonical issue or PR candidate here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue for this set because it has the widest impact and the clearest cross-model regression pattern.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Different subsystems and symptoms: torch.compile/SDPA failure vs a multimodal feature-length helper bug." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "A model producing zero probabilities is unrelated to unexpected position-id keys during loading/serialization." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resize." - }, - { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Both mention model loading, but they target different models and different failure modes." + "reason": "Both involve image/video models, but one is CUDA OOM in Sam3Video and the other is over-padding in Swin2SR; different bugs and code paths." }, { - "left": "issue:29870", + "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Generation-time decoder_attention_mask bug is unrelated to distributed broadcast of NoneType in Trainer." + "reason": "Tokenizer added-space behavior and Trainer broadcast NoneType error are unrelated subsystems and failure modes." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Both are generation regressions, but the titles point to different model-specific issues and no shared code-path." + "reason": "One is tokenizer error handling with missing protobuf, the other is a missing import_utils availability symbol; not the same bug." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer regression affecting token IDs is not the same as return_tensors being ignored when kwargs are passed." + "reason": "Doc example model/processor mismatch and a position-id warning regression are different issues with different root causes." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Dtype drift in evaluation is unrelated to an undefined video-token helper branch." + "reason": "Feature extractor center-arg crash and Gemma4 device mismatch are unrelated regressions." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Multi-image VL fine-tuning failure and BeitImageProcessor label reduction bug are different components." + "reason": "Checkpoint key mismatch and a helper-function bug in qwen3_omni_moe are not the same underlying problem." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Chat template/tool-call crash is not the same bug as wrong video vision_position_ids." + "reason": "AMP loss crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different underlying problems." + "reason": "Trainer _gpu_broadcast_one NoneType error and MacOS CLIP bus error are unrelated runtime failures." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "These are unrelated old issues: DistilBERT model error vs torch.jit.script GeneratorExp export failure." + "reason": "Local-path import warning and tensor-parallel OOM when loading Qwen2-57B are unrelated." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Evaluation dtype mismatch is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Missing ReLU in DSA indexer and removal of is_torch_fx_available breaking trust_remote_code are not the same bug." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Tool-call chat templating crash and video padding bug are both multimodal, but not the same code path." + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper behavior are different model-specific issues." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Python 3.13 parsing/IndentationError is unrelated to a missing decorator on a rotary-pos-emb registration." + "reason": "SigLIP2 zero-probabilities and unexpected position-id keys are distinct symptoms with no shared code path shown." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Both involve save/load behavior, but one is config token IDs and the other is loading the wrong custom module." + "reason": "FlashAttention 2 support for XLMRoberta and Llama 3.2 90B Vision model loading are unrelated." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Generation bug is unrelated to an Adafactor/deepspeed OOM during training." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization in post_init are different issues." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "AMP/CUDA loss crash and flash_attention sink-less model AttributeError are different failures." + "reason": "Bart generate decoder_attention_mask UnboundLocalError and Trainer broadcast NoneType are unrelated." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Importing a flash-attention utility and missing TensorFlow in a torch install are unrelated." + "reason": "BF16-to-FP32 evaluation dtype drift and undefined multimodal-token helpers in video branch are different bugs." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Trainer NoneType broadcast error is not the same issue as deepspeed optimizer OOM." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are not the same underlying change." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Removal of a utility breaking trust_remote_code models is unrelated to a tokenizer regression." + "reason": "Both involve tokenizers, but wrong token IDs and silently ignored return_tensors are separate API regressions." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Quantization/offloading malfunction and multi-GPU OOM may both be memory-related, but they are not the same bug." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id issue affect different paths." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to distributed broadcast of NoneType." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast reduce_labels are unrelated." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "One is a generation-output regression; the other is device-dependent lm_head serialization. Similar theme, different bug." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from the remote implementation." + "reason": "Flash-attention generation bug in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different problems." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Local path import warning has no connection to quantization offloading behavior." + "reason": "Embedding dtype mismatch in eval and gradient checkpointing in eval mode are separate behaviors." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different subsystems." + "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are different code paths." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Flash-attention AttributeError and device_map forward mismatch are separate runtime problems." + "reason": "Python 3.13 IndentationError in DebertaV2Model import and missing decorator registration for qwen3_omni_moe are both scripting-related, but not the same bug." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Auto device-mapping assert on A800 is not the same as multi-GPU OOM on Gemma4." + "reason": "Both concern save/load behavior, but DiaConfig token-ID loss and wrong custom module loading are different serialization bugs." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to tensor-parallel load OOM." + "reason": "Generation-time UnboundLocalError and deepspeed/adafactor OOM are unrelated." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "A flash-attention generation bug is unrelated to a stale warning about num_return_sequences." + "reason": "Missing flash-support helper import and torch-only pip install lacking tensorflow backend are unrelated dependency issues." } ] }, @@ -9918,331 +9755,300 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:25251", "issue:29127", "issue:29870", - "issue:29942", - "issue:30064", + "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:34689", - "issue:35141", "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", - "issue:43065", - "issue:43066", + "issue:43278", "issue:43381", "issue:43412", "issue:43575", "issue:43611", "issue:43653", "issue:43701", - "issue:43756", - "issue:43994", + "issue:43873", + "issue:43976", "issue:44186", "issue:44206", - "issue:44265", "issue:44361", - "issue:44442", - "issue:44462", + "issue:44448", + "issue:44466", "issue:44479", + "issue:44561", + "issue:44568", "issue:44743", + "issue:44779", + "issue:44857", "issue:44871", "issue:44977", "issue:45198", - "issue:45245", + "issue:45229", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", - "issue:45459", "issue:45491", "issue:45563", "issue:45588", - "issue:45593", - "issue:45712", "issue:45803", + "issue:45823", "issue:46121", - "issue:46369", - "issue:46693" + "issue:46421", + "issue:46858" ], "soft_pairs": [ - "issue:44871|issue:44977", + "issue:44857|issue:45588", + "issue:46421|issue:46858", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", "issue:43381|issue:43701", "issue:29127|issue:34567", + "issue:44871|issue:44977", "issue:33357|issue:39692", + "issue:44977|issue:45563", "issue:45198|issue:45803", "issue:43653|issue:44743", "issue:44361|issue:45198", "issue:44186|issue:45198", - "issue:45372|issue:45588", "issue:43611|issue:46121", + "issue:45372|issue:45588", "issue:42915|issue:42994", "issue:29870|issue:34689", "issue:45372|issue:45406", "issue:43412|issue:45588", - "issue:44206|issue:44479", - "issue:43756|issue:45440", - "issue:43653|issue:44442", - "issue:29942|issue:30064", - "issue:45491|issue:46693", - "issue:43065|issue:45412", - "issue:43065|issue:43994", - "issue:45245|issue:45563", - "issue:45459|issue:45712", - "issue:29127|issue:33357", - "issue:44265|issue:45198", - "issue:43066|issue:44462", - "issue:43575|issue:43701", - "issue:45372|issue:45459", - "issue:45440|issue:45593", - "issue:43994|issue:45412", - "issue:29127|issue:35141", - "issue:42490|issue:43381", - "issue:45412|issue:46369" + "issue:44206|issue:44479" ], - "prepared_review_unit_hash": "7ecca6f3ed23fbfef38792fd89f910dc0eabe39a1ea794ef0caa8b6e8ecc19ae", + "prepared_review_unit_hash": "e2d776b69457c7a0c9dc8701752ca9e4f745f2ba8c9e68f04d39e5505623471e", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37694, - "estimated_input_tokens": 9424, - "estimated_eval_tokens": 19104 + "soft_pair_count": 29, + "serialized_chars": 36620, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated closed issues; I would not merge any of the soft-similarity pairs except the Gemma 4 processor loading/reporting regression, which looks like two symptoms of the same breakage. There are no PRs in the input.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45372 is the clearest anchor candidate: it has a concrete regression, explicit version impact, and downstream references, and it appears to be the root cause behind the related Gemma4Processor serve failure.", + "summary": "This cluster is very loose: the paired items are mostly unrelated model-specific bugs, regressions, or docs issues that only share broad Transformers vocabulary. No soft edge is strong enough to merge, and there is no sensible single canonical issue for the whole cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the cluster mixes many unrelated code paths (tokenization, generation, training, cache/offloading, quantization, model loading, and docs examples) across different models and versions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the strongest overall triage candidate because it describes a specific, reproducible loading regression with a clear dependency-related root cause and broader downstream impact.", + "best_issue_reason": "No issue here is a good global representative because the cluster is not centered on one underlying defect; picking any one would misrepresent the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Different models and failures: Gemma3 EOS-token config mismatch vs Qwen3.5 flash-attention generation issue." + "reason": "Different failures: LWDETR AMP/CUDA crash vs flash-attention s_aux=None AttributeError." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Unrelated areas: gradient checkpointing eval-mode restriction vs resume_from_checkpoint key mismatch." + "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Different subsystems and symptoms: LayoutLMv3 box-info error message vs TrainerState token-count tracking." + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are unrelated symptoms and code paths." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation/example problems." + "reason": "One is a removed helper breaking trust_remote_code models; the other is a DeepSeek tokenizer correctness regression." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is not the same bug as a bare except in FuyuBatchFeature conversion." + "reason": "Quantization/offloading behavior and multi-GPU OOM on Gemma4 are different resource-management issues." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset behavior." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast NoneType handling." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different code paths and different failure modes." + "reason": "Both are v5 regressions, but one is generation output divergence and the other is serialization of tied weights; different bugs." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is not the same underlying issue as Wav2Vec2 save/tokenization failure." + "reason": "Python version compatibility failure and DeepSeekV3MoE implementation divergence are not the same underlying issue." }, { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor loading/import failure and flash_attention.py s_aux=None crash are separate bugs in different paths." - }, - { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "Base-model-prefix loading regression and convert_rope_params_to_dict TypeError are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization issues." - }, - { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "BART generate() decoder mask bug is unrelated to Llama 3.2 Vision model loading breakage." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": true, - "reason": "Both point to the same Gemma4 processor loading regression: the import failure in one issue plausibly leaves Gemma4Processor incompletely initialized, leading to the missing _tokenizer crash in serve." + "reason": "Local-path import warning is unrelated to quantization offloading behavior." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Gemma3n executorch export issues and flash_attention sink-less model crash are different failures." + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings are separate model/runtime defects." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Unsupported center arg in feature extraction is unrelated to the Qwen video-input regression." + "reason": "Flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different forward-path bugs." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Smollm3 RoPE-layer misconfiguration and DeepseekV3MoE divergence are different model-specific bugs." + "reason": "Embedding dtype drift in eval and tensor-parallel OOM on Qwen2-57B are unrelated." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different failure modes and models." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Flash Attention 2 test failures and void-segmentation-map processing are unrelated." + "reason": "Eval-mode gradient checkpointing restriction and resume checkpoint key mismatch do not share a concrete bug." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Both mention FA2/long-context, but one is a NaN-correctness bug and the other is a performance regression; not the same underlying change." + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Sam3PixelDecoder dummy-conv cleanup and RT-DETR memory-release behavior are unrelated." + "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation regression are separate issues." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Dummy Conv2d cleanup does not match SigLIP2 nonsensical output behavior." + "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are not the same bug." }, { - "left": "issue:45245", + "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and stale paged-generate warning are different issues." + "reason": "Flash-attention generation regression and a stale paged-generate warning are different problems." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Tokenizer error masking without protobuf and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except in Fuyu tensor conversion are unrelated code paths." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + "reason": "BigBird mask-token registration and Qwen3.5 recurrent-state reset are different tokenizer/model behaviors." }, { - "left": "issue:44265", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "torch.export / torch_compilable_check failure is not the same bug as Wav2Vec2 save/tokenization failure." + "reason": "MLuke tokenizer task crash and Wav2Vec2 save/tokenization failure are not the same defect." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer decoder-type mismatch in v5 and ignoring tokenizer.json are different tokenizer-loading problems." + "reason": "LayoutLMv2 tokenizer padding/truncation crash and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "TP OOM when loading Qwen2-57B and resume_from_checkpoint key mismatch are unrelated." + "reason": "Model loading with base_model_prefix and rope-parameter JSON list validation are separate concerns." }, { "left": "issue:45372", - "right": "issue:45459", + "right": "issue:45588", "accept": false, - "reason": "Gemma4 loading regression and protobuf-related tokenizer error masking are unrelated." + "reason": "Gemma4 processor import dependency failure is unrelated to flash-attention s_aux=None crash." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different model bugs." + "reason": "Both mention quantization, but one is FineGrainedFP8Config load failure and the other is quantized-model saving failure." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + "reason": "BART generate decoder mask bug and Llama 3.2 Vision model loading regression are unrelated." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "LayoutLMv3 box-message clarity and embedding reinitialization after resize are different problems." + "reason": "Gemma4 processor import error and serve-time missing _tokenizer attribute are different failures." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Trailing-slash local-path import warning is unrelated to gradient-checkpointing eval-mode behavior." + "reason": "ExecuTorch export guard/erfinv issue and flash-attention sink-less crash do not share the same underlying code path." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "RT-DETR memory leak and Sam3 litetext memory overflow are different memory issues in different models." + "reason": "Feature-extractor unsupported argument and Qwen video-input regression are unrelated model components." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair (45372/45406) is phrased cautiously enough to remain plausible from the titles and link structure, and the rest are clearly defended as unrelated. No PRs are present in the packet, so that part is also correct." - }, - "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 }, @@ -10254,66 +10060,85 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:27957", "issue:29127", + "issue:29942", + "issue:30064", "issue:33290", + "issue:33357", "issue:34689", "issue:35141", "issue:42490", "issue:42915", - "issue:43262", + "issue:43065", + "issue:43066", "issue:43334", "issue:43381", "issue:43421", "issue:43526", "issue:43531", "issue:43575", - "issue:43646", - "issue:43720", - "issue:43761", + "issue:43653", + "issue:43701", + "issue:43756", "issue:43824", - "issue:43873", "issue:43931", "issue:43994", - "issue:44077", "issue:44186", - "issue:44206", + "issue:44265", "issue:44279", "issue:44387", "issue:44442", - "issue:44514", - "issue:44743", - "issue:44811", - "issue:44898", - "issue:44977", - "issue:45003", + "issue:44462", + "issue:44464", "issue:45072", + "issue:45198", "issue:45245", "issue:45250", - "issue:45381", + "issue:45372", + "issue:45412", "issue:45440", + "issue:45459", "issue:45491", - "issue:45588", - "issue:45600", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45712", "issue:45834", - "issue:45859", - "issue:46121", "issue:46369", - "issue:46399", "issue:46640", "issue:46693" ], "soft_pairs": [ + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:45245|issue:45563", + "issue:29127|issue:33357", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45412|issue:46369", "issue:43421|issue:45491", "issue:43575|issue:44387", "issue:44442|issue:45072", - "issue:43526|issue:45834", + "issue:44464|issue:45584", "issue:42915|issue:43931", + "issue:43526|issue:45834", "issue:43526|issue:46693", "issue:43824|issue:44279", "issue:43526|issue:44186", @@ -10322,45 +10147,31 @@ "issue:27957|issue:33290", "issue:43334|issue:43531", "issue:45250|issue:46640", - "issue:33290|issue:34689", - "issue:46121|issue:46399", - "issue:33290|issue:35141", - "issue:45588|issue:45600", - "issue:43381|issue:43873", - "issue:44514|issue:45381", - "issue:43761|issue:45859", - "issue:43646|issue:44077", - "issue:44977|issue:45245", - "issue:43262|issue:44206", - "issue:44743|issue:44811", - "issue:44442|issue:44898", - "issue:45003|issue:45440", - "issue:42490|issue:44743", - "issue:43720|issue:44442" + "issue:33290|issue:34689" ], - "prepared_review_unit_hash": "27a4630c858d8ef1683d1f96e7e931ef183746432285db785a9487f07a1b12e0", + "prepared_review_unit_hash": "abf81fd6405b502cbcd3a5a605631f318970232572f1e989ffb7a0ff1d97becd", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35963, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "soft_pair_count": 33, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous. The soft-similarity pairs mostly share broad themes like OOM, Flash Attention, model loading, or processor behavior, but they point to different models, configs, or code paths, so none are safe duplicate merges.", + "summary": "These items are mostly unrelated Transformers bugs/regressions spanning tokenizers, model loading, memory, and Flash Attention. The soft pairs usually share only a broad subsystem or keyword, not the same concrete failure mode, so no reliable duplicate cluster emerges.", "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -10368,172 +10179,202 @@ "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Different bugs: runtime special-token/post-processor updates vs Gemma3 NaN embeddings with sliding-window attention." + "reason": "Different model-specific correctness bugs: Smollm3 RoPE-layer mismatch vs DeepSeekV3 native/remote divergence." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel load OOM for a specific Qwen2 model and the other is int4 quantization memory regression." + "reason": "Both are model/processor regressions, but one is Flash Attention 2 test failures and the other is void segmentation-map handling." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Unrelated subsystems: tokenizer loading failure vs dtype mismatch during bfloat16 inference." + "reason": "Both involve tokenizers, but the bugs are different: special-token registration vs AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input index errors." + "reason": "Same FA2 umbrella, but one is NaNs from sliding-window/all-padding behavior and the other is a performance regression in long-context generation." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Different model families and failures: FP8 config handling vs Qwen3-VL weight-shape mismatch on load." + "reason": "Unrelated failures: a dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Label reduction in an image processor is unrelated to FA2 long-context performance regression." + "reason": "Different issues in different model paths; the shared model/vision theme is too broad to be a duplicate." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Specific missing export/import error is not the same as a generic dependency issue." + "reason": "Tokenizer error masking from missing protobuf is not the same as leftover dummy classes leaking into package introspection." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Different processors/tokenizers and different crash conditions." + "reason": "Completely different behaviors: category-limit runtime error vs stale warning in paged generation." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 error-message clarity." + "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Different problems: nonsensical SigLIP2 outputs vs SAM3 LiteText memory overflow." + "reason": "Different code paths: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Flash Attention support and deepspeed Adafactor OOM are different code paths and causes." + "reason": "One is tensor-parallel OOM for a Qwen model; the other is a resume_from_checkpoint key mismatch." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding-window issues are distinct bugs." + "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE missing auxiliary losses." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Both are vague FA2 reports, but there is no concrete evidence they describe the same underlying bug." + "reason": "Both touch tokenization/loading, but one is decoder-type handling in v5 and the other is ignoring tokenizer.json." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Optimizer OOM and a model-loading regression for Llama 3.2 Vision are unrelated." + "reason": "ImportError from mistral_common and protobuf-related tokenizer error masking are different bugs." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Rope-validation TypeError and Qwen3.5 kernel registration ValueError are different failures." + "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." }, { - "left": "issue:33290", + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 bad outputs and RT-DETR memory leaks are different problems in different models." + }, + { + "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." + "reason": "Error-message clarity for layout boxes is unrelated to embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Flash-attention sink-less crash and auto_mappings CI breakage are unrelated." + "reason": "Both are memory-related, but one is a leak on deletion and the other is overflow when calling sam3-litetext." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is not the same as quantization offloading behavior." + "reason": "TokenizerBackend post-processor updates and Gemma3 NaN embeddings do not share the same bug." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is video vision_position_ids." + "reason": "Both mention OOM, but the causes are distinct: tensor-parallel loading vs int4 quantization reserved-memory growth." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3.5MoE CPU-offload incompatibility are unrelated." + "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Custom model init breakage in Transformers 5.0.0 is not the same as patchtsmixer post_init policy changes." + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to Whisper empty-transcription handling." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Flash-attention generation issue and category-cardinality RuntimeError are unrelated." + "reason": "Different Qwen3 variants and different failures: FP8 config handling vs weight-shape mismatch." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different audio bugs." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are separate behaviors." + "reason": "No shared concrete code path; label-reduction bug and FA2 performance regression are unrelated." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + "reason": "Missing Qwen2_5_VL import and a general dependency issue are not the same bug." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "sys.modules access issue in modeling_utils is unrelated to DeepseekV3MoE divergence." + "reason": "Different processors/tokenizers with different failure modes; not a duplicate." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Trailing-slash import warning has nothing to do with recurrent-state caching." + "reason": "XLMRoberta Flash Attention 2 and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and different symptoms: incorrect results vs memory overflow." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 model issue and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-related, but one is a missing pad_token_id attribute and the other is a sliding_window issue." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2 in general, but the reports are too vague to establish the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to tokenizer loading failure." + "reason": "Optimizer OOM and Llama 3.2 Vision model-loading break are different issues." } ] }, @@ -10552,61 +10393,75 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:25251", "issue:27957", - "issue:28282", "issue:29870", - "issue:32090", + "issue:33290", + "issue:35141", "issue:42175", - "issue:42617", - "issue:42907", - "issue:43232", + "issue:42490", + "issue:43262", "issue:43316", - "issue:43388", + "issue:43381", "issue:43493", "issue:43525", - "issue:43550", - "issue:43575", "issue:43643", - "issue:43701", + "issue:43646", + "issue:43720", "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:44206", "issue:44442", "issue:44479", - "issue:44496", + "issue:44514", + "issue:44743", + "issue:44811", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", - "issue:44987", + "issue:44977", + "issue:45003", "issue:45137", - "issue:45216", + "issue:45245", "issue:45325", + "issue:45381", + "issue:45440", "issue:45479", - "issue:45698", + "issue:45588", + "issue:45600", "issue:45759", - "issue:45803", + "issue:45859", "issue:45907", - "issue:46178", + "issue:46121", "issue:46234", - "issue:46506", + "issue:46399", "issue:46697" ], "soft_pairs": [ + "issue:46121|issue:46399", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:43316|issue:43525", "issue:43723|issue:45479", @@ -10617,214 +10472,200 @@ "issue:44062|issue:45907", "issue:43873|issue:44871", "issue:43761|issue:44079", - "issue:43643|issue:44913", "issue:44855|issue:45137", - "issue:43316|issue:45759", - "issue:43749|issue:43931", - "issue:44987|issue:46178", - "issue:43761|issue:44188", - "issue:44190|issue:44496", - "issue:43931|issue:45216", - "issue:43232|issue:43388", - "issue:44442|issue:45803", - "issue:42907|issue:45698", - "issue:43701|issue:46506", - "issue:42617|issue:43575", - "issue:27957|issue:32090", - "issue:43550|issue:43701", - "issue:43575|issue:43742", - "issue:25251|issue:28282" + "issue:43643|issue:44913", + "issue:43316|issue:45759" ], - "prepared_review_unit_hash": "9c002b0423d371ce5270bf5a14175af43bd31039c8d28f7e31f4f0a4ae2d8fc3", + "prepared_review_unit_hash": "2e9b297a7fb80e9964e4541f89704b0d342e4cdc2e2c7cf980064805ef6402ed", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36001, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model bugs, config issues, packaging/import errors, and docs regressions. None of the candidate edges look like the same underlying bug or change, so all soft links should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is a mix of unrelated bugs across models, configs, processors, tokenizer/loading paths, and infra. I don\u2019t see any soft-edge pair that clearly describes the same underlying bug or change, so I would keep all pairs separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 has the broadest ongoing discussion and the most inbound references, making it the strongest single anchor in this set.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a credible canonical representative because the set is not a duplicate cluster; the items cover many unrelated subsystems and failure modes.", + "best_issue_reason": "Issue 43873 is the most representative target for triage because it is still open and has the highest activity/reference signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Different problems: one is TensorFlow missing from a torch extra install, the other is a missing import_utils helper for falcon mamba SSM." + "reason": "Both mention rotary/rope, but one is a JSON-list TypeError in rope validation and the other is a missing-decorator registration crash in Qwen3.5 kernels; different failures." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both mention config API inconsistencies, but they concern different models and different missing fields; not the same bug." + "reason": "AdaFactor/DeepSpeed OOM and embedding reinitialization in post_init are unrelated bugs affecting different code paths." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer loading in v5 and zero-loss classification behavior are unrelated failure modes." + "reason": "Flash-attention sinkless-model AttributeError vs. removed Sam3LiteText auto_mappings references; different subsystems and symptoms." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to Bart generation failing on decoder_attention_mask assignment." + "reason": "Gradient checkpointing in eval mode and quantized offloading behavior are separate issues, not the same underlying bug." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "SigLIP2 implementation parity is unrelated to documentation still referencing removed pipeline APIs." + "reason": "Both are Qwen2.5-VL regressions, but one is batched apply_chat_template padding behavior and the other is incorrect video position IDs." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "One is a patchtsmixer config validation issue; the other is a video-input regression in Qwen VL models." + "reason": "CLIPVisionModel hidden_states output and Qwen3.5 MoE CPU offload compatibility are unrelated failures." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Qwen2.5-VL rope index scaling and Swin2SR image over-padding are different image/video preprocessing bugs." + "reason": "Missing fields from trust_remote_code config loading is a different bug from patchtsmixer's post_init policy change." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to list_repo_files failing to forward revision." + "reason": "Audio chat-template sample-rate defaulting and a feature extractor passing an unsupported center arg are distinct audio bugs." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate issues." + "reason": "Flash-attention generation failure and the 2^24 category-count limit are unrelated." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and generic ModelOutput key assignment are not the same code-path bug." + "reason": "Qwen3.5 recurrent-state/cache reset and Whisper batch_decode skip_special_tokens handling are different code paths." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are different config serialization problems." + "reason": "AutoTokenizer failing for a tokenizer class and Perceiver image classification padding/resizing are unrelated." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Python 3.13 IndentationError in torch.jit parsing is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different bugs with no shared concrete code path." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Both involve config handling, but one is a Gemma3TextConfig API mismatch and the other is composite Qwen text_config unwrapping; different fixes." + "reason": "Local-path trailing-slash import warnings and Qwen3.5 cache-state reset are unrelated." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch during load are unrelated model loading failures." + "reason": "BitNet accelerate-loading unpacking and tokenizer loading for FastSpeech2Conformer are separate failures." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Loading failures for physical-intelligence/fast and a backend mapping error for tensorflow_text are different issues." + "reason": "Missing TensorFlow in an install extra and a missing import_utils helper are not the same bug." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Both are regressions in model behavior, but one is missing hidden_states output and the other is divergent attention kernels under torch.compile." + "reason": "Both are config-API inconsistencies, but they concern different models and different missing/mismatched fields." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json error." + "reason": "Tokenizer loading in v5 and degenerate zero loss in sequence classification are unrelated." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "A Qwen3-VL shape mismatch on load is unrelated to Qwen3.5 checkpoint saving being incorrect." + "reason": "XLMRoberta Flash Attention 2 support and a Bart generate decoder_attention_mask error are different issues." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Generation kwarg synchronization after sync_gpus and gather_for_metrics label truncation are different distributed-training bugs." + "reason": "SigLIP2 JAX parity and docs still referencing removed pipeline() are unrelated." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "AutoTokenizer failing on a specific tokenizer class is unrelated to FuyuBatchFeature swallowing exceptions." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are not the same underlying bug." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are different serialization paths and bugs." + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are unrelated image/video processing bugs." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are unrelated problems." + "reason": "AddedToken special-kwarg conflict and list_repo_files revision forwarding are separate API bugs." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tensor parallelism are different distributed/runtime issues." + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id mismatch are different issues." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Trainer broadcasting NoneType through _gpu_broadcast_one." + "reason": "These are both output-structure related, but one is a model-specific hidden_states regression and the other is a generic ModelOutput key-assignment bug; not clearly the same fix." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "A Python 3.13 torch.jit parsing/IndentationError and a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "OOM in tensor-parallel Qwen2-57B loading and a MobileLLM key error are different model-loading failures." + "reason": "Missing fields from trust_remote_code config loading and GPTNeoX rotary_pct not persisting on reload are different config bugs." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Pipeline top_k nesting behavior and missing PyTorch for AutoModel are entirely unrelated." + "reason": "Gemma3TextConfig API mismatch and AutoModelForCausalLM failing to unwrap text_config for composite Qwen configs are distinct problems." } ] }, @@ -10843,278 +10684,293 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:16998", "issue:22355", - "issue:43065", - "issue:43295", - "issue:43316", - "issue:43404", - "issue:43441", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", "issue:43452", - "issue:43504", - "issue:43540", - "issue:43572", + "issue:43550", + "issue:43575", "issue:43606", "issue:43646", - "issue:43650", "issue:43701", "issue:43716", + "issue:43742", + "issue:43749", "issue:43761", "issue:43825", + "issue:43931", "issue:44077", "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", "issue:44464", "issue:44496", - "issue:44514", "issue:44534", - "issue:44610", - "issue:44617", "issue:44792", "issue:44871", "issue:44913", - "issue:44977", - "issue:45542", + "issue:44987", + "issue:45216", "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:46421", - "issue:46424", - "issue:46821", - "issue:46832" + "issue:46506", + "issue:46821" ], "soft_pairs": [ + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", "issue:43606|issue:43701", + "issue:25251|issue:28282", "issue:46234|issue:46291", - "issue:44464|issue:46421", "issue:16998|issue:22355", "issue:43295|issue:43825", + "issue:44464|issue:46421", "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:43316|issue:43716", "issue:43316|issue:46821", "issue:44077|issue:44534", "issue:44871|issue:46050", - "issue:44162|issue:44792", "issue:45803|issue:46365", "issue:43646|issue:44913", - "issue:43452|issue:44496", - "issue:43404|issue:43441", - "issue:45632|issue:46424", - "issue:45803|issue:46170", - "issue:44610|issue:46369", - "issue:43650|issue:46202", - "issue:43761|issue:46832", - "issue:43572|issue:46178", - "issue:43540|issue:44514", - "issue:45542|issue:46234", - "issue:43065|issue:44617", - "issue:43504|issue:45698", - "issue:44792|issue:44977" + "issue:44162|issue:44792", + "issue:43452|issue:44496" ], - "prepared_review_unit_hash": "59f61e0f77bd04c011faf31d808d76037ff0aefdb85364b33387199173929c07", + "prepared_review_unit_hash": "86abe83cac1217f59b6063ad7138a076f57c7542586b7459a96bf8cad9e8bf89", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34980, - "estimated_input_tokens": 8745, - "estimated_eval_tokens": 17746 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose semantic cluster, not a true duplicate set: the items span many unrelated Transformers regressions and model-specific bugs. None of the soft pairs look like the same underlying issue/change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45698 is the best anchor for the cluster because it is a concrete from_pretrained/save_pretrained custom-module loading regression and the closest recurring theme across nearby items.", + "summary": "These issues are mostly unrelated single-bug reports across different models and subsystems; none of the soft pairs look like true duplicates or mergeable as one fix. The strongest representative issue here is the open custom-module save/load regression (#45698).", + "confidence": 0.78, + "canonical_issue_reason": "#45698 is the most representative actionable bug: it is open, actively discussed, has inbound references, and describes a concrete save/load regression with a clear failure mode for custom modules.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest global representative: it is specific, user-facing, and sits at the center of the save/load custom-model regression pattern, though the set is still too mixed for a real duplicate cluster.", + "best_issue_reason": "#45698 is the best overall issue candidate because it is specific, reproducible, and broad enough to serve as the cluster representative without being overgeneralized.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Different failures: CPU offload device placement vs resume_from_checkpoint key mismatch." + "reason": "Both are model-loading failures, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL shape mismatch; different code paths and root causes." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Both are import-related, but they target different missing checks/dependencies and different code paths." + "reason": "Different import/load failures: one is a model load regression in transformers>=5.1.0, the other is a missing backend mapping for tensorflow_text." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Related to chunked generation/cache behavior, but one is inconsistent outputs under compiled forward and the other is spurious recompilation from lazy cache init." + "reason": "One is CLIPVision hidden_states being None; the other is attention-kernel divergence under torch.compile. Not the same bug." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Unrelated topics: model_max_length discussion vs missing transformers.onnx module." + "reason": "Different failures in different entrypoints: local dataset loading in a training script versus unrecognized OLMo model config." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Different bugs: processor/tokenizer regression vs pipeline error-message wording." + "reason": "Both involve Qwen models, but one is a load-time weight-shape mismatch and the other is a save_pretrained regression; not the same underlying issue." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Different model/API bugs: processor.tokenizer regression vs Gemma eos_token_id config mismatch." + "reason": "Both mention save/load behavior, but one is about saving dequantized models and the other is wrong custom-module resolution after save_pretrained." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Different models and symptoms; one is Gemma config mismatch, the other is Whisper empty-transcription generation failure." + "reason": "Tokenizer loading failure versus a bare-except bug in tensor conversion; unrelated code and symptoms." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Different code paths: Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch." + "reason": "Generation kwargs update after sync_gpus versus metric gathering dropping tuple labels; different training/eval paths." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "No shared underlying bug beyond both being config/API issues in different model families." + "reason": "Resume-from-checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Different problems: disallowed optional post_init vs non-persistent buffers being initialized with junk." + "reason": "Both involve distributed/parallel execution, but one is a script execution problem and the other is an OOM when tensor-parallel loading a specific model." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Both involve round-tripping config/state, but the concrete failures and models are different." + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer broadcast NoneType error are unrelated." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Different model families and different failure modes; not the same bug." + "reason": "torch.compile + SDPA behavior for Bamba-9B-v2 is unrelated to checkpoint key mismatch on resume." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Bare except swallowing errors in tensor conversion is unrelated to a Trainer import failure caused by datasets." + "reason": "Both are model loading issues, but one is OOM during tensor-parallel load and the other is a key error for a different model; not the same bug." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Both touch initialization/config reload, but one is a broad v5 custom-model init breakage and the other is a specific rotary_pct persistence bug." + "reason": "CPU offload device mismatch is a different failure mode from resume_from_checkpoint key mismatch." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both are model-loading errors, but one is gguf_file handling and the other is missing model_type in config.json." + "reason": "Pipeline top_k output-shape behavior and missing PyTorch import are completely different issues." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Same model family, but different concrete issues: tied weights vs FlashAttention failure." + "reason": "Both are import-related, but one is a missing utility function and the other is a kernels package version/revision requirement." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length handling." + "reason": "Model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Unrelated bugs: exception handling in Fuyu tensor conversion vs Windows/ROCm import dependency issues." + "reason": "A processor/tokenizer regression and an incorrect pipeline error message are different bugs with different fixes." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Different models and symptoms: processor size mismatch vs memory overflow." + "reason": "Both mention chunked generation/compile, but one reports inconsistent outputs while the other reports spurious recompilation from cache initialization." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "No real overlap; one issue is unrelated/largely non-technical, the other is a Gemma pipeline roundtrip failure." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to the processor.tokenizer regression in custom model code." }, { - "left": "issue:43761", - "right": "issue:46832", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Both are forward-path errors, but they affect different models and different failure mechanisms." + "reason": "Gemma-3 EOS config mismatch and Whisper empty-transcription failure are distinct model-specific issues." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Different areas entirely: StableLm config field missing vs tensorflow_text backend registration failure." + "reason": "API mismatch in Gemma3TextConfig versus image preprocessor/model dtype mismatch for Mistral-3 are unrelated." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "Both involve Qwen multimodal behavior, but video processing and batched chat-template padding are distinct code paths." + "reason": "Different model families and failure modes: Gemma3 config API discrepancy versus TimesFM window_size AttributeError." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both are import/backend detection issues, but they involve different optional dependencies and different error conditions." + "reason": "A model post_init API constraint and non-persistent buffer corruption in v5 are unrelated." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Same project area, but dummy layer definition and CUDA OOM are not the same underlying bug." + "reason": "EOS token configuration inconsistency is not the same as quantized model save/load breakage." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Both concern pretrained loading, but one is a legacy-field preset load failure and the other is wrong custom-module resolution after save/load." + "reason": "Bare except swallowing interrupts in Fuyu conversion and Trainer import problems with datasets are unrelated." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Breaking custom model initialization in v5 and rotary_pct not persisting on reload are different configuration/load issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Different models and failure modes; failed image-generation test vs flash-attention generation issue." + "reason": "gguf_file handling for AutoTokenizer/AutoModelForCausalLM and an unrecognized OLMo model config are different loading problems." } ] }, @@ -11133,65 +10989,77 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:25251", - "issue:27957", - "issue:29870", "issue:35141", "issue:41950", "issue:42490", - "issue:43335", + "issue:43065", "issue:43352", "issue:43388", + "issue:43404", + "issue:43441", "issue:43475", + "issue:43504", "issue:43525", "issue:43531", - "issue:43644", + "issue:43540", + "issue:43572", + "issue:43650", "issue:43673", "issue:43688", - "issue:43827", - "issue:43931", - "issue:43994", - "issue:44060", + "issue:43761", "issue:44190", - "issue:44479", + "issue:44514", "issue:44534", + "issue:44610", "issue:44617", "issue:44734", "issue:44743", "issue:44792", - "issue:44855", - "issue:44869", "issue:44913", - "issue:44933", "issue:44964", + "issue:44977", "issue:45127", "issue:45200", - "issue:45362", - "issue:45381", "issue:45406", - "issue:45563", - "issue:45584", - "issue:45588", + "issue:45542", "issue:45600", "issue:45632", + "issue:45698", + "issue:45803", "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", "issue:46369", - "issue:46421", + "issue:46424", "issue:46617", "issue:46640", "issue:46697", "issue:46832" ], "soft_pairs": [ + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:46832", + "issue:43572|issue:46178", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43065|issue:44617", "issue:43388|issue:43688", + "issue:43352|issue:46640", "issue:44792|issue:45600", "issue:45127|issue:45200", - "issue:43352|issue:46640", + "issue:44792|issue:44977", "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:43525|issue:43531", @@ -11200,212 +11068,186 @@ "issue:44534|issue:44913", "issue:35141|issue:42490", "issue:46082|issue:46697", - "issue:44869|issue:46832", - "issue:45632|issue:46617", - "issue:43673|issue:46421", - "issue:44855|issue:45588", - "issue:43827|issue:43994", - "issue:43931|issue:44060", - "issue:29870|issue:35141", - "issue:44617|issue:45584", - "issue:45563|issue:45584", - "issue:43644|issue:44913", - "issue:44933|issue:45362", - "issue:25251|issue:27957", - "issue:43335|issue:44855", - "issue:44479|issue:44734", - "issue:45381|issue:46369" + "issue:45632|issue:46617" ], - "prepared_review_unit_hash": "ea63981393fd902efa14c3507ac713aa9318eaff748eae2cbabf9aa935f30c30", + "prepared_review_unit_hash": "d1a097d4a50dda3e4a7a158539e183ab47ec32c910b0c96eb57bbe07f17c207a", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35946, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "soft_pair_count": 25, + "serialized_chars": 35155, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous. Most soft pairs are only loosely related by subsystem keywords, not the same bug. I found no strong duplicate PR candidates, and only one borderline issue pair around trust_remote_code caching, which I still rejected as too symptom-level vs root-cause different.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 45632 is the clearest root-cause-style report in the cluster: it identifies a specific cache-path collision mechanism with a concrete fix surface, and it is the closest thing to a duplicate hub among the listed issues.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45632 is the most actionable and specific bug report here, with a direct failure mode and a focused remediation path; it is a better representative than the broader or more symptom-oriented reports.", - "best_pr_reason": null, + "summary": "This cluster is a heterogeneous mix of unrelated issues across models, processors, caching, configs, serving, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so there is no clear canonical issue or PR.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue stands out because the cluster is not a true duplicate set; the items span unrelated subsystems and failure modes.", + "canonical_pr_reason": "No PRs are present in this cluster, so there is no canonical PR candidate.", + "best_issue_reason": "No issue is a good global anchor for deduping here because the reported problems are unrelated rather than variations of one defect.", + "best_pr_reason": "No PR is applicable because this cluster contains no pull requests.", "soft_edge_verdicts": [ { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + "reason": "Different problems: tied lm_head weights vs FlashAttention support failure for a different model family." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Unrelated: janus image-generation test failure vs auto-mapping references to removed configs." + "reason": "One is a bare-except tensor conversion bug; the other is a Windows/ROCm import dependency issue." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Different areas: LoRA/extended-vocab collapse with tied embeddings vs Gemma4 multimodal token-type defaults." + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is a max_cache_length semantics bug." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a specific model not supported yet and the other is a generic FA2 issue; too broad to merge." + "reason": "Processor input-size mismatch vs memory overflow in a different SAM3-lite-text model path." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache missing and the other is Qwen recurrent-state reset; not the same bug." + "reason": "ADD THE DATA is unrelated to a Gemma pipeline roundtrip failure." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43761", + "right": "issue:46832", "accept": false, - "reason": "Different model/pipeline problems: processor selection in video-classification vs missing vision encoder output attribute." + "reason": "CLIPVision hidden_states regression and RT-DETR feature-level mismatch are unrelated code paths." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Separate model-config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + "reason": "Missing config field after v5 update vs missing backend mapping for tensorflow_text." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Different loading paths and failures: local dataset loading script vs multimodal model loading regression." + "reason": "Both are multimodal, but they affect different Qwen models and different processor failures." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Both are transformers serve crashes, but one is KV-cache continuation indexing and the other is a missing processor attribute; distinct code paths." + "reason": "TensorBoard/TF backend installation issue is unrelated to a missing import_utils symbol." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Different config/runtime bugs: non-persistent buffers initialized with junk vs GPTNeoX rotary_pct reload regression." + "reason": "Legacy preset field load failure is not the same as loading the wrong custom module after save_pretrained." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Unrelated: embedding reinitialization after resize vs path-with-trailing-slash import warning." + "reason": "Dummy Conv2d in a decoder is not the same as a CUDA OOM in Sam3Video." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different components: LlamaConfig head_dim validation vs Swin2SR image over-padding." + "reason": "Metric label truncation in gather_for_metrics is unrelated to auxiliary loss normalization." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Different failure modes and models: Whisper decode crash vs RT-DETR feature-level mismatch." + "reason": "Both mention FlashAttention, but they target different models and different failure surfaces." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Same broad trust_remote_code/cache theme, but one is a leaf-name cache collision and the other is a generic FileNotFoundError when loading from cache; not clearly the same underlying bug." + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references for Sam3LiteText." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is cache missing and the other is spurious recompilation from lazy init; related area, not the same bug." + "reason": "LoRA extended-vocabulary collapse and missing mm_token_type_ids are different bugs." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Completely different: Python 3.13 decorator parsing/import failure vs flash_attention sink-less-model AttributeError." + "reason": "Janus test failure is unrelated to Qwen3.5 flash-attention generation behavior." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Docs cleanup about removed pipelines vs a model producing bad outputs with AutoModel/pipeline." + "reason": "Generation cache missing in chunked_prefill differs from recurrent state reset in modular_qwen3_5." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Different Qwen model issues: weight-shape mismatch during load vs tied-weights warning wiring the wrong tensors." + "reason": "Video-classification processor lookup bug is unrelated to the missing fpn_position_embeddings attribute." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Bart generate() decoder-mask bug vs embedding reinit after resize; no concrete overlap." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window handling." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Unrelated: SAM3Video OOM vs Whisper empty-transcription generation failure." + "reason": "Local dataset loading script failure is unrelated to loading a Phi-4 multimodal model." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different generation bugs: stale warning for num_return_sequences vs Whisper crash after align_special_tokens." + "reason": "KV-cache tensor indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:43644", + "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different classes of regression: non-persistent buffer junk vs config reload losing rotary_pct." + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct reload behavior." }, { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Import-from-image_utils issue vs Qwen3.5 chat crash; no shared bug." - }, - { - "left": "issue:25251", - "right": "issue:27957", - "accept": false, - "reason": "Different behavior: pipeline top_k nesting regression vs XLM-R Flash Attention 2 support question." - }, - { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 indentation/import parsing failure; unrelated." + "reason": "Embedding reinitialization on resize is unrelated to import warnings from a trailing-slash local path." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Both touch newer generation/video paths, but one is a video-input regression in Qwen VL models and the other is serve KV-cache indexing." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/config bugs." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Different symptoms and likely fixes: incorrect vision_position_ids vs SAM3LiteText memory overflow." + "reason": "A local trust_remote_code leaf-directory cache collision is not the same as a FileNotFoundError while loading from cache." } ] }, @@ -11424,293 +11266,315 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:25251", + "issue:27957", "issue:29870", + "issue:35141", "issue:39692", "issue:41720", "issue:43065", "issue:43295", "issue:43335", "issue:43526", - "issue:43540", "issue:43550", - "issue:43643", - "issue:43854", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", "issue:44077", "issue:44112", "issue:44190", - "issue:44246", - "issue:44462", "issue:44464", - "issue:44496", - "issue:44521", + "issue:44479", "issue:44610", "issue:44617", "issue:44734", - "issue:44737", "issue:44779", + "issue:44855", + "issue:44869", "issue:44877", - "issue:44938", - "issue:44964", - "issue:45003", + "issue:44913", + "issue:44933", "issue:45127", "issue:45245", "issue:45276", - "issue:45290", "issue:45357", + "issue:45362", "issue:45381", - "issue:45542", "issue:45563", "issue:45584", + "issue:45588", "issue:45600", - "issue:45632", - "issue:45803", - "issue:45907", - "issue:46234", "issue:46369", + "issue:46421", "issue:46489", "issue:46655", "issue:46697", - "issue:46752" + "issue:46832", + "issue:46858" ], "soft_pairs": [ + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44855|issue:45588", + "issue:43673|issue:46421", + "issue:43827|issue:43994", + "issue:43931|issue:44060", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:45563|issue:45584", + "issue:25251|issue:27957", + "issue:44479|issue:44734", + "issue:43335|issue:44855", + "issue:45381|issue:46369", "issue:43550|issue:44190", "issue:44077|issue:44877", "issue:41720|issue:45245", "issue:43065|issue:44610", "issue:43335|issue:44190", "issue:44464|issue:45563", - "issue:45127|issue:45357", - "issue:45381|issue:46655", "issue:39692|issue:44190", + "issue:45381|issue:46655", + "issue:45127|issue:45357", "issue:44112|issue:45600", - "issue:44779|issue:46489", - "issue:44617|issue:46369", "issue:43526|issue:46697", - "issue:43540|issue:44734", - "issue:43295|issue:45276", - "issue:45290|issue:46752", - "issue:44737|issue:45803", - "issue:44462|issue:45907", - "issue:44521|issue:45381", - "issue:45276|issue:45584", - "issue:44938|issue:45542", - "issue:25251|issue:29870", - "issue:45632|issue:46234", - "issue:43854|issue:44964", - "issue:44246|issue:45003", - "issue:44964|issue:45600", - "issue:43643|issue:44496", - "issue:44112|issue:44964" + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276" ], - "prepared_review_unit_hash": "71199239f5143c11809f1a7babca722600a59aaafa4ea1153d4f887f10e310a2", + "prepared_review_unit_hash": "3e455a69de8d370c2a754cad7bf6449b30935859eef53da9f81d9fe384fdc7c2", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36207, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "soft_pair_count": 29, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the items cover many unrelated bugs across tokenizers, processors, model loading, generation, and CI. None of the soft pairs are safe duplicates based on titles alone; a few are in the same API area (e.g. apply_chat_template or tokenizer regressions) but still look like distinct concrete failures.", - "confidence": 0.9, - "canonical_issue_reason": "Issue #44521 is the strongest representative available: it has the most engagement/inbound references and is a concrete, user-facing API bug, while the rest of the cluster is too mixed to support a single true canonical issue.", + "summary": "The set is mostly heterogeneous and not one duplicate cluster. Two soft pairs look like true same-bug matches: Qwen2.5-VL video-input regression and a DeepSeek tokenizer regression. The rest are different code paths, models, or symptoms.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the best representative issue among the likely duplicates because it states the broader Qwen video-input regression across multiple variants and clearly subsumes the more specific Qwen2.5-VL report.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best issue candidate for triage because it is active, well-referenced, and centered on a widely used API path.", + "best_issue_reason": "issue:44479 is the strongest global issue candidate here: it is broad, concrete, and describes a reproducible regression affecting multiple related model variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "Different failure modes and subsystems: torch.compile/SDPA model inference vs local dataset loading in an example script." - }, - { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Both are config-related, but one is about disallowing optional post_init and the other about strict loading of a specific Granite Speech config; not the same bug." + "reason": "Different models and failure modes: Whisper decode crash vs RT-DETR feature-level TypeError." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Unrelated runtime failures: CUDA assert during Qwen3 auto device mapping vs a category-cardinality error." + "reason": "Unrelated bugs: category-count limit error vs static-cache slice arithmetic on non-CUDA backends." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both touch vision models, but one is a dummy layer in Sam3PixelDecoder and the other is an input-size mismatch in OmDet-Turbo processing." + "reason": "Different subsystems: Python 3.13 JIT parse failure vs flash-attention sink handling crash." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Completely different areas: SwitchTransformers sparse-layer construction vs dataset loading in a training example." + "reason": "Both involve chunked prefill/cache, but one is a missing-cache bug and the other is a recompilation/performance regression; not the same concrete bug." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Generation bugs, but different concrete issues: compiled-forward inconsistency vs a stale warning about num_return_sequences." + "reason": "Docs referencing removed pipeline APIs is unrelated to SigLIP2 producing bad outputs in pipeline/AutoModel usage." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Both mention model save/merge behavior, but one is LoRA/vocabulary collapse and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Different Qwen3-VL loading mismatch vs Qwen3-Next tied-weights warning; no shared bug path." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Both are multimodal/video-related, but they point to different code paths: vision_position_ids vs padding calculation in a different video processor." + "reason": "Bart generate() decoder mask initialization bug is unrelated to embedding resize/post_init reinitialization." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Doc example/model mismatch and quantization issues are unrelated to the local dataset loading failure." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Different CI problems: stale GraniteSpeech device-override test vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "Non-persistent buffer initialization corruption is a different problem from GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:44779", - "right": "issue:46489", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Related tokenizer regressions, but the titles describe different scopes/models; not enough to conclude the same underlying bug." + "reason": "Nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Both are memory-related in Sam3-family models, but one is CUDA OOM in Sam3Video and the other is memory overflow in sam3-litetext; likely distinct." + "reason": "Stale warning logic for num_return_sequences is unrelated to Whisper alignment/empty transcription failure." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Different image-processor bugs: BEiT label reduction vs Swin2SR over-padding on divisible dimensions." + "reason": "Pipeline top_k nesting bug is unrelated to XLM-R with Flash Attention 2." }, { - "left": "issue:43540", + "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different failures: video input validation in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve." + "reason": "Both are generation-related, but one is a Qwen VL video-input regression and the other is a server KV-cache indexing crash; different code paths." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Different regressions: processor.tokenizer access breakage vs gemma4 resize_token_embeddings not updating tied embeddings." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the DebertaV2 Python 3.13 import error." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Same general API, but different edge cases: tool-call assistant messages with no content vs passing an empty list; not clearly the same bug." + "reason": "Qwen2.5-VL video position IDs regression is unrelated to Sam3-LiteText memory overflow." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Unrelated bugs: CPU allocation in XLNet positional encoding vs bare except swallowing errors in Fuyu tensor conversion." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the training script." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Different repository/API issues: tokenizer.json resolution vs list_repo_files not forwarding revision." + "reason": "Optional post_init validation in patchtsmixer is not the same bug as strict config blocking granite_speech loading." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Both involve multimodal chat/vision behavior, but one is assistant mask generation and the other is video vision_position_ids; different concrete bugs." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the 2^24 category limit error." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Unrelated model behaviors: gemma4 embedding resizing vs Whisper empty-transcription generation after token alignment." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/processor issues." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend handling are separate problems." + "reason": "Sparse-layer config creation bug is unrelated to the dataset-loading failure." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Different generation/pipeline problems: nested list output shape vs Bart generate() unbound local error." + "reason": "Compiled-forward generation inconsistency is a different bug from a stale warning about num_return_sequences." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Different import/config issues: trust_remote_code cache-path collision vs a missing utility function export." + "reason": "SigLIP2 docs/model mismatch and quantization failure are unrelated to local dataset loading." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and likely different loading paths/configurations." + "reason": "Both are video/image processor bugs, but they affect different models and different preprocessing mistakes." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Import-time performance intermittency is not the same as unsafe sys.modules access; different bug classes." + "reason": "LoRA merge collapse with tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained keys." }, { - "left": "issue:44964", + "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Different model-loading/auto-mapping failures: Phi-4 multimodal load vs stale Sam3LiteText auto_mappings references." + "reason": "CI failure from stale GraniteSpeech device override test is unrelated to removed Sam3LiteText auto-mapping references." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Both are config/load errors, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type." + "reason": "BEiT label reduction bug and Swin2SR over-padding bug are different image-processor issues." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure in Sam3 variants, but they are different models and do not look like the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek/DeepSeek-Coder tokenizer regression on v5+; 46489 looks like a narrower follow-up to the broader 44779 report." + }, + { + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to a model load failure for Phi-4 multimodal." + "reason": "Import-time Python parser/JIT failure is unrelated to flash-attention sink-less-model handling." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to Gemma4 resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression: 44479 is the broader report, and 45381 is a specific symptom of the same v5.3.0 bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice (44479) is well supported by its broader multi-variant Qwen video regression title, and the two accepted soft pairs are plausibly the same bug/fix thread. The rejected pairs are generally justified as different models, subsystems, or concrete failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11722,300 +11586,277 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:25251", "issue:27957", + "issue:29870", "issue:32090", "issue:35141", "issue:36246", "issue:38617", "issue:41628", - "issue:41950", "issue:42175", "issue:42796", - "issue:42907", - "issue:43295", - "issue:43381", "issue:43404", - "issue:43441", "issue:43479", - "issue:43526", - "issue:43531", + "issue:43540", + "issue:43643", "issue:43650", "issue:43673", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44062", - "issue:44186", + "issue:43854", + "issue:44112", "issue:44220", + "issue:44246", "issue:44279", "issue:44295", - "issue:44336", + "issue:44462", "issue:44496", "issue:44521", - "issue:44683", "issue:44734", - "issue:44792", - "issue:44987", - "issue:45042", - "issue:45083", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", "issue:45216", - "issue:45245", - "issue:45335", + "issue:45276", + "issue:45290", "issue:45375", - "issue:45446", + "issue:45381", + "issue:45542", "issue:45584", - "issue:45593", "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", "issue:46082", "issue:46121", - "issue:46424", - "issue:46506" + "issue:46234", + "issue:46506", + "issue:46752", + "issue:46858" ], "soft_pairs": [ + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", "issue:27957|issue:35141", "issue:46082|issue:46121", "issue:42175|issue:44279", - "issue:45245|issue:45584", "issue:42796|issue:44521", "issue:36246|issue:41628", - "issue:44186|issue:44734", "issue:43650|issue:44220", "issue:36246|issue:38617", "issue:43404|issue:45216", "issue:43479|issue:45375", "issue:32090|issue:35141", - "issue:44295|issue:46506", - "issue:41950|issue:44016", - "issue:43673|issue:46424", - "issue:43531|issue:45600", - "issue:44016|issue:44220", - "issue:43976|issue:44987", - "issue:43295|issue:45335", - "issue:45083|issue:46506", - "issue:42907|issue:43441", - "issue:43381|issue:45593", - "issue:44683|issue:45446", - "issue:43526|issue:43901", - "issue:43673|issue:44336", - "issue:43976|issue:44279", - "issue:44496|issue:45042", - "issue:43901|issue:44496", - "issue:44792|issue:46424", - "issue:44016|issue:44062" + "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "0f93d63911fc2552adede2445561e28f8258302428bb59836cccd51e4501a8b3", + "prepared_review_unit_hash": "a7b7b8c9090237798e3457116ea3dff82f1a593a79cf29452e754216fb386130", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35183, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most candidates are unrelated bugs, import errors, regressions, docs issues, or test failures. I found no safe duplicate/mergeable pair among the soft edges.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44521 is the most central and active item in the set (open, highest inbound references, substantial discussion) and is the best available representative of the cluster, even though the surrounding items are not truly cohesive.", + "summary": "This cluster is heterogeneous: the soft pairs share broad themes like generation, chat-template handling, imports, or config loading, but they describe different concrete bugs, models, or code paths, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated bugs; even the closest pairs are different failure modes rather than the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 has the clearest product-level bug description and the strongest cross-reference activity, making it the best standalone issue to anchor triage for this noisy cluster.", + "best_issue_reason": "issue:44521 is the strongest standalone representative: it is open, user-facing, has follow-up references, and describes a concrete multimodal chat-template bug that is actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Different code paths: Flash Attention 2 support vs token embedding reinitialization after resize." + "reason": "Both are generation/runtime failures, but one is a Qwen3OmniMoe video-input ValueError and the other is a serve KV-cache indexing bug; different code paths." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Both are config-related, but one is about `head_dim` validation and the other about rope-validation list handling." + "reason": "Both involve apply_chat_template, but one crashes on assistant tool-call messages with no content while the other crashes on an empty input list; distinct edge cases." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Both mention dependencies, but the failing backend/package and symptoms are different." + "reason": "XLNet CPU device-placement bug and Fuyu bare-except exception handling are unrelated defects." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Unrelated: category-cardinality error vs Whisper empty-transcription generation failure." + "reason": "Both are multimodal/chat-template-adjacent, but one is zero assistant masks and the other is wrong video vision_position_ids; not the same bug." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Tokenizer BPE marker handling is distinct from multimodal assistant mask generation." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate loader vs Hub API issues." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Different missing imports/symbols with no shared concrete failure path." + "reason": "resize_token_embeddings/tied embeddings vs Whisper empty-transcription generation after token alignment are different model-specific bugs." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer padding/NER crash is unrelated to server KV-cache continuation indexing." + "reason": "Both are import/backend-related, but Python 3.14 load failure and missing TensorFlow backend installation are different root causes." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "These titles do not describe the same bug; one is nonspecific, the other is audio feature extraction." + "reason": "Pipeline top_k nesting behavior and BART decoder_attention_mask UnboundLocalError are unrelated." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Separate import errors from different modules and symbols." + "reason": "Both touch generation cache internals, but one is a missing cache in chunked_prefill and the other is a device-tensor seq_length bug in static-cache slice arithmetic." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Different model families and different failures: weight tying vs checkpoint save correctness." + "reason": "trust_remote_code cache-path collision and a missing import_utils availability helper are unrelated issues." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Both touch config defaults, but the model types and missing fields are different." + "reason": "Both are model-loading failures, but for different models and likely different broken paths; not the same underlying bug." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization on resize." + "reason": "Import slowdowns and unsafe sys.modules access are distinct import-time concerns." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Buffer access error and CPU/CUDA output divergence are different problems." + "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed Sam3LiteText configs are separate regression types." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + "reason": "Both involve config loading, but one loses fields under trust_remote_code while the other is an unrecognized model missing model_type." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Both involve cache terminology, but one is missing cache in generation and the other is a cache-config semantics issue." + "reason": "A CI test flake in GraniteSpeech is unrelated to a Phi-4 multimodal loading regression." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are not the same underlying bug." + "reason": "Flash Attention 2 for XLMRoberta and embedding resize reinitialization with untied weights are unrelated model behaviors." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Notebook syntax error and audio feature-extraction issue are unrelated." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON-list handling are separate config-validation bugs." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Python-version incompatibility is distinct from failing to load a specific model repo." + "reason": "TensorFlow backend omission from a torch install and a generic dependency issue are not the same defect." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Different regressions in different model stacks: processor/tokenizer API break vs T5Gemma embedding resize bug." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different subsystems." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Different model-specific behavior bug vs CPU/CUDA discrepancy in another model." + "reason": "Specific missing Qwen2_5_VLImageProcessor export and top-level AutoImageProcessor import failure are different import problems." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Same model family, but saving dequantized models and FlashAttention failures are different concrete issues." + "reason": "A placeholder 'ADD THE DATA' issue and an _torch_extract_fbank_features bug are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Gradient checkpointing eval-mode failure is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Both are missing-name ImportErrors, but for different symbols and modules; not the same underlying breakage." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Flex-attention compilation failure and PyTorch version-check import bug are related only at a broad subsystem level." + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different models and code paths." }, { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "Image processor label reduction bug and pipeline docs mismatch are different classes of issue." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache continuation behavior and ANSI color output in loading_report are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python support regression is not the same as a general dependency issue." - }, - { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Missing model registration/config and PIL backend requiring torchvision are distinct failures." + "reason": "Different multimodal config bugs: one misinitializes defaults when None, the other drops a deepstack_visual_indexes field under strict handling." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Docs mismatch for a pipeline does not match an unrecognized-model import/config error." + "reason": "Both are apply_chat_template crashes, but they come from different invalid inputs and different failure logic." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:45803", + "right": "issue:44737", "accept": false, - "reason": "Janus test failure is unrelated to cache-length configuration behavior." + "reason": "Bare except swallowing errors in Fuyu and XLNet device placement are unrelated." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Notebook syntax error and `AddedToken` keyword-argument TypeError are unrelated." + "reason": "Position_ids buffer reading error and CPU/CUDA result divergence in PPDocLayoutV3 are different bugs." } ] }, @@ -12034,67 +11875,84 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:39692", "issue:41950", - "issue:42796", + "issue:42907", "issue:43295", "issue:43299", + "issue:43381", "issue:43441", - "issue:43479", - "issue:43525", - "issue:43577", - "issue:43650", - "issue:43653", + "issue:43526", + "issue:43531", + "issue:43673", "issue:43824", - "issue:43854", "issue:43901", "issue:43976", + "issue:44016", + "issue:44062", "issue:44075", - "issue:44242", + "issue:44220", "issue:44279", "issue:44327", - "issue:44351", + "issue:44336", "issue:44368", - "issue:44466", "issue:44496", "issue:44521", + "issue:44683", "issue:44779", + "issue:44792", "issue:44933", - "issue:45020", - "issue:45200", + "issue:44987", + "issue:45042", + "issue:45083", "issue:45216", - "issue:45276", - "issue:45278", "issue:45335", - "issue:45357", "issue:45405", + "issue:45446", "issue:45584", "issue:45588", "issue:45593", + "issue:45600", "issue:45759", - "issue:45812", - "issue:45823", "issue:46082", "issue:46123", "issue:46369", "issue:46399", - "issue:46512", + "issue:46424", + "issue:46506", "issue:46515", "issue:46693", "issue:46752" ], "soft_pairs": [ - "issue:43441|issue:45588", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:44016|issue:44062", "issue:44496|issue:45759", + "issue:43441|issue:45588", "issue:43824|issue:44933", "issue:46123|issue:46369", - "issue:44327|issue:46752", "issue:44521|issue:46693", + "issue:44327|issue:46752", "issue:44279|issue:46515", "issue:43299|issue:45216", "issue:45335|issue:45584", @@ -12103,217 +11961,228 @@ "issue:43295|issue:44779", "issue:44075|issue:44368", "issue:39692|issue:43901", - "issue:43976|issue:45405", - "issue:46082|issue:46512", - "issue:43577|issue:45216", - "issue:44351|issue:45278", - "issue:42796|issue:43650", - "issue:41950|issue:45020", - "issue:44779|issue:45812", - "issue:43299|issue:45357", - "issue:43479|issue:43525", - "issue:44242|issue:45200", - "issue:44466|issue:45276", - "issue:43299|issue:43854", - "issue:41950|issue:45823", - "issue:43653|issue:45593" + "issue:43976|issue:45405" ], - "prepared_review_unit_hash": "b5c0caf82209769eaa9ff0b09964da6f78c14532547f186af8b666e60b781fe4", + "prepared_review_unit_hash": "0a3418a7d8e7f3f66ad33cc6b47e1c5b68eaa50418a529f55a0d93c85faa3b18", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36204, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "soft_pair_count": 32, + "serialized_chars": 37198, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not form a real duplicate cluster: the items span unrelated model, tokenizer, pipeline, config, and docs bugs. All soft edges are rejected because they only share broad subsystem keywords, not the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is clearly canonical; the issues are too heterogeneous to represent one underlying bug.", + "summary": "No true duplicate pairs stand out here; the set is a grab bag of unrelated Transformers issues across multimodal, generation, cache, and model-loading subsystems. I selected the most broadly user-facing active issue as the representative canonical issue, but none of the soft-edge pairs should be merged.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44521 is the strongest representative: it is open, has multiple inbound references, and describes a broad multimodal apply_chat_template regression with clear user impact.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because there is no common concrete failure mode across the set.", + "best_issue_reason": "issue:44521 is the best overall issue to anchor the cluster because it is active, broadly scoped, and directly actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both mention FlashAttention, but one is a Ministral model failure and the other is a sink-less flash_attention.py AttributeError; different code paths and bugs." + "reason": "Different bugs: a video-classification processor selection problem vs a notebook syntax error." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Both concern model loading/config handling, but one is an unrecognized model_type error and the other is text_config unwrapping for composite Qwen multimodal configs." + "reason": "Both touch model internals, but one is a Qwen3-MoE sliding_window bug and the other is a broken auto_mappings reference for Sam3LiteText configs." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Both are import errors, but they target different symbols and modules with no shared underlying change." + "reason": "Both involve cache behavior, but they target different code paths: missing GenerationMixin cache in chunked_prefill vs max_cache_length only applying to Quantized Cache." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "A pipeline batching bug and a memory overflow report are unrelated failure modes." + "reason": "Unrelated failures: a notebook syntax error vs a feature-extraction helper issue." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "QA decode_spans top-k bounds crash and empty-list chat template IndexError are distinct pipeline errors." + "reason": "No shared bug: a Python version support problem vs loading a specific model failing." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Multimodal assistant mask generation and FA2 long-context performance regression are different problems." + "reason": "Different regressions: processor/tokenizer multimodal API break vs resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "These are generic dependency complaints, but they involve different dependencies and different breakages." + "reason": "Both are numeric-output issues, but one is a qwen3_omni_moe helper bug and the other is CPU/CUDA divergence in PPDocLayoutV3." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained serialization; not the same bug." + "reason": "Same model family, different concrete problems: dequantized save failure vs FlashAttention crash in Ministral-3." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Different models and different behaviors: token embedding resize propagation vs Whisper empty-transcription generation." + "reason": "Different training-time behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary losses when denoising is off." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are unrelated." + "reason": "Both are flex_attention-related, but one is a compiled flex_attention failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "A general dependency issue is not the same as bumping an unreleased PEFT minimum version." + "reason": "Different areas: BeitImageProcessorFast label reduction bug vs stale documentation for return_all_scores." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer/image passing behavior and the other is Deepseek tokenization output correctness." + "reason": "A Python compatibility issue is not the same as a generic dependency problem with Transformers." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "SGD optimizer arguments being ignored is unrelated to a Qwen warning about tie_word_embeddings." + "reason": "Cache handling bug vs ANSI output formatting in loading_report." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline parameter documentation mismatch." + "reason": "Model loading/configuration failure vs PIL image processor dependency regression." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Python compatibility failures and PEFT version pinning are unrelated release issues." + "reason": "Docs mismatch for classification pipeline vs unrecognized model/config failure." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Config validation for head_dim is different from stale config.dtype after from_config(dtype=...)." + "reason": "A janus test failure is not the same bug as cache max length handling." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "A dtype-loading bug in Blip2 is not the same as Qwen3.5 checkpoint serialization corruption." + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "A missing HybridCache import may be one symptom of broader import breakage, but these reports do not describe the same concrete defect." + "reason": "Both are model-loading failures, but one is missing model_type and the other is composite Qwen multimodal config unwrapping." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "A tokenizer BPE-marker bug and a vague data request are unrelated." + "reason": "Different flash-attention issues: one is a Ministral-3 model bug, the other is an s_aux=None AttributeError in integrations/flash_attention.py." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Video-classification processor lookup and remote_code compatibility are different issues." + "reason": "Both are import errors, but they refer to different symbols and different modules." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batch bookkeeping vs model memory overflow are not the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal chat-template masks vs FA2 long-context performance regression are distinct problems." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Different crash sites: QA decode_spans top_k bounds vs apply_chat_template on an empty list." + }, + { + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization failures." + "reason": "Generic dependency issue and a specific torch-version incompatibility are not the same defect." }, { "left": "issue:43299", - "right": "issue:45357", + "right": "issue:45216", "accept": false, - "reason": "Qwen3VL load failure and Qwen3.5 visual encoder save_pretrained keys are different sides of the workflow and not the same bug." + "reason": "Both are Qwen3.x-related, but one is a model-loading break and the other is an incorrect saved checkpoint from save_pretrained." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "One is default multimodal config initialization; the other is a missing pad_token_id on Llama4Config." + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure after align_special_tokens." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different model-training behaviors." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Both involve embedding/weight handling, but one is device-dependent serialization and the other is resize_token_embeddings propagation." + "reason": "A vague dependency issue is not the same as an unreleased PEFT minimum-version bump." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "A Qwen3VL loading regression and a GLM-4.7-Flash unit-test loading issue are unrelated." + "reason": "Processor/tokenizer multimodal regression vs Deepseek tokenizer output corruption are different code paths and models." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch do not share the same code-path failure." + "reason": "Optimizer argument handling and a tie_word_embeddings warning are unrelated." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors are unrelated to the text-classification docs mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + "reason": "Python compatibility and PEFT version pinning are separate dependency issues." } ] }, @@ -12332,285 +12201,271 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:33290", - "issue:42175", + "issue:41950", + "issue:42796", "issue:42994", + "issue:43299", "issue:43317", "issue:43441", + "issue:43479", "issue:43525", + "issue:43577", "issue:43650", - "issue:43673", - "issue:43723", - "issue:43761", - "issue:43824", - "issue:43881", - "issue:43901", - "issue:43976", + "issue:43653", + "issue:43854", "issue:44016", - "issue:44162", - "issue:44188", - "issue:44246", - "issue:44261", - "issue:44263", + "issue:44242", "issue:44291", "issue:44336", + "issue:44351", "issue:44361", "issue:44462", + "issue:44466", "issue:44623", - "issue:44671", "issue:44683", "issue:44749", "issue:44779", + "issue:45020", "issue:45081", "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", "issue:45372", - "issue:45397", "issue:45542", "issue:45593", "issue:45600", "issue:45656", "issue:45712", - "issue:45800", + "issue:45812", "issue:45823", "issue:45834", - "issue:45859", "issue:45907", + "issue:46082", "issue:46209", - "issue:46291", - "issue:46399", + "issue:46512", "issue:46851" ], "soft_pairs": [ - "issue:44683|issue:45542", + "issue:46082|issue:46512", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:41950|issue:45823", + "issue:43653|issue:45593", "issue:43650|issue:46209", + "issue:44683|issue:45542", "issue:44462|issue:45081", "issue:44016|issue:44291", "issue:44361|issue:45593", - "issue:45103|issue:45372", "issue:43441|issue:45834", - "issue:42994|issue:43317", "issue:33290|issue:45656", + "issue:42994|issue:43317", "issue:45081|issue:45907", - "issue:45600|issue:45712", "issue:44623|issue:44749", - "issue:44261|issue:44263", - "issue:44336|issue:46851", - "issue:45859|issue:46851", - "issue:42175|issue:43976", - "issue:44623|issue:45397", - "issue:44671|issue:44779", - "issue:43723|issue:44162", - "issue:43901|issue:44246", - "issue:43673|issue:43761", - "issue:45542|issue:45800", - "issue:43441|issue:44683", - "issue:43824|issue:43976", - "issue:43525|issue:43881", - "issue:44016|issue:45823", - "issue:46291|issue:46399", - "issue:44188|issue:44336" + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:44336|issue:46851" ], - "prepared_review_unit_hash": "74451c8a51a8b49094fab23a7176bb654ee7179881647a7fe98195ac80300734", + "prepared_review_unit_hash": "59614cc36fc58f1ca223a2bddee7915faf246575aa82ad22e4c7c0241f7f954c", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35411, - "estimated_input_tokens": 8853, - "estimated_eval_tokens": 17962 + "soft_pair_count": 26, + "serialized_chars": 35048, + "estimated_input_tokens": 8762, + "estimated_eval_tokens": 17780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regressions and feature bugs across Transformers v5, with no soft pair that clearly describes the same underlying problem. Several are adjacent in subsystem or model family, but the failure modes differ enough that none should be merged as duplicates from the available evidence.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44779 is the clearest concrete regression report in the set: it names a specific model family (DeepSeek), a version boundary (v4 vs v5), and a user-visible correctness failure. It is a reasonable representative anchor even though the overall set is not a tight duplicate cluster.", + "summary": "This cluster is mostly a mix of distinct Transformers bugs that only look related because many involve v5 regressions, tokenizers, configs, or loading paths. None of the soft pairs appear to be the same underlying bug/change, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest standalone representative: it reports a concrete, user-facing v4\u2192v5 regression with a clear symptom and broad impact across Granite models, making it the best anchor issue in this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44779 is the strongest standalone issue for triage because it is specific, reproducible in principle, and describes an explicit behavior regression rather than a vague symptom or compatibility note.", + "best_issue_reason": "issue:45812 is the most actionable and well-scoped issue here; it has a specific regression description and is more representative than the other loosely related loading/configuration reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Different subsystems and failures: flex_attention/torch compatibility vs missing TensorFlow backend installation." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "Unrelated: a vague request to add data vs an FP8 inference failure on B200." - }, - { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Both tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; different bugs." + "reason": "Both are config-related, but they describe different failures: head_dim validation vs stale dtype metadata." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights TypeError during model loading." + "reason": "Different models and different bugs: BLIP2 dtype propagation on load vs Qwen3.5 checkpoint serialization." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Different models and code paths: MLuke tokenizer task error vs D-FINE auxiliary loss behavior." + "reason": "General import failures overlap only superficially; one is HybridCache export, the other is a broader post-upgrade import breakage." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "auto_docstring annotation handling is unrelated to Gemma 4 processor import failure." + "reason": "Tokenizer BPE-marker handling and a generic 'add the data' request are unrelated." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are different model-specific bugs." + "reason": "Video pipeline processor lookup and remote_code model breakage are different code paths and symptoms." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Both involve quantized models, but one is save failure and the other is dequantized load/offload failure; not the same defect." + "reason": "One is Qwen3VL MoE loading, the other is Qwen3.5 save_pretrained key serialization." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor and the other is double optimizer stepping." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Mistral tokenizer regex patch crash is unrelated to list_repo_files revision forwarding." + "reason": "Different config classes and different failure modes; not the same bug." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Both are CI/repo hygiene issues, but one is stale auto_mappings entries and the other is leftover dummy classes." + "reason": "Different MoE/Gemma behaviors: missing load-balancing loss vs missing mm_token_type_ids defaults." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to the reported slowdown after upgrade." + "reason": "Both involve model weights/serialization, but one is tied-weight serialization and the other is embedding resizing behavior." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Both are GLM/MLA adjacent, but one is a missing config epsilon causing precision drift and the other is a torch.split return-value issue." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are separate model-specific issues." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "ANSI codes in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "Processor lookup in a video pipeline is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Same model family, but CPU-offload incompatibility is not the same as variable-length input handling with position_ids." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Dependency/install backend issue is unrelated to Python version compatibility." + "reason": "A vague data request is not the same underlying bug as FP8 inference failure on B200." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Missing processor save outputs is unrelated to Gemma-4 zero3 from_pretrained loading." + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/tf backend detection are unrelated." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both are v5 correctness regressions, but CamemBERT masked LM predictions and DeepSeek tokenizer output are distinct code paths." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading bugs." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Tokenizer loading regression and ESM2 failure are different model-loading bugs." + "reason": "Notebook syntax error and init_empty_weights TypeError are entirely different failure classes." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + "reason": "MLukeTokenizer task-time AttributeError is unrelated to D-FINE auxiliary-loss handling." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Generation cache chunked_prefill bug and CLIPVision hidden_states regression are different issues." + "reason": "FlashAttention failure for Ministral and Kosmos2.5 OCR index error are different model/path problems." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "TensorFlow backend packaging problem is unrelated to torch/transformers version incompatibility." + "reason": "Both mention deepspeed and optimizers, but one is OOM in Adafactor while the other is double optimizer stepping." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Both mention attention kernels, but one is a model-specific FlashAttention failure and the other is a torch>=2.9 compiled flex_attention issue." + "reason": "Quantized model saving failure and dequantized model offload loading failure are distinct quantization issues." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Missing Qwen2.5-VL import and Python 3.9 compatibility are unrelated." + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Different model families and different load failures; no shared concrete bug." + "reason": "Processor.save_pretrained missing files and a Chinese report about slower filtering after upgrade are not the same bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device mismatch during forward." + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Both involve kernels integration, but one is a dependency/version requirement during import and the other is a Qwen3.5 registration crash; not the same bug." + "reason": "Removed config references in auto_mappings and leftover dummy classes in dummy_pt_objects are different CI/cleanup problems." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI escape code output in loading_report." + "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids behavior are unrelated." } ] }, @@ -12629,37 +12484,40 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:41628", - "issue:41950", - "issue:42491", - "issue:42886", - "issue:43299", + "issue:42175", + "issue:43441", "issue:43525", - "issue:43526", - "issue:43531", - "issue:43540", - "issue:43550", "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", "issue:43976", - "issue:44220", + "issue:44016", + "issue:44162", + "issue:44188", "issue:44242", "issue:44246", - "issue:44295", + "issue:44261", + "issue:44263", "issue:44297", "issue:44336", "issue:44373", - "issue:44451", - "issue:44485", "issue:44496", "issue:44589", - "issue:44871", - "issue:45003", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", "issue:45072", "issue:45083", "issue:45103", @@ -12669,21 +12527,33 @@ "issue:45542", "issue:45561", "issue:45563", - "issue:45588", "issue:45593", - "issue:46132", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", "issue:46399", - "issue:46506", - "issue:46614", "issue:46655", - "issue:46665", "issue:46726", - "issue:46752", - "issue:46821", "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:44261|issue:44263", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:44188|issue:44336", "issue:44589|issue:45362", "issue:43525|issue:43643", "issue:46655|issue:46726", @@ -12697,225 +12567,211 @@ "issue:46399|issue:46851", "issue:45561|issue:45563", "issue:45072|issue:46829", - "issue:45103|issue:46399", "issue:44242|issue:45593", - "issue:46614|issue:46665", - "issue:43526|issue:45003", - "issue:43540|issue:46752", - "issue:43531|issue:45362", - "issue:42491|issue:43299", - "issue:44295|issue:45397", - "issue:45588|issue:46851", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:45003|issue:46821", - "issue:44451|issue:46752", - "issue:42886|issue:46132", - "issue:43550|issue:46506", - "issue:41950|issue:44220" + "issue:45103|issue:46399" ], - "prepared_review_unit_hash": "2a5c68ddc2748be405f19e97de9053a375c497b64916b240619a7cc6f0c2c093", + "prepared_review_unit_hash": "74ba05b66e3f931518f90517bdecb142369bb8714413cc4056bab88decc22d79", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36312, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "soft_pair_count": 30, + "serialized_chars": 36611, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share model family or API keywords, but the underlying failures differ in code path and symptom. I did not find any pair that looks like a true duplicate or a single PR-worthy change set.", - "confidence": 0.18, - "canonical_issue_reason": "issue:44246 is the broadest, most user-facing regression in the set and has the strongest discussion signal; it works best as a representative issue, though the cluster is not a clean duplicate set.", + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bugs, regressions, docs, and environment issues. I did not find any soft-edge pair that clearly represents the same underlying bug or change, so no merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No strong duplicate group emerges from the cluster; if one issue must anchor the set, issue 46851 is the most recent and clearly described model-behavior bug, but it is not a duplicate representative of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best single issue to keep as a stand-in for this noisy cluster because it is generic and high-signal, unlike the more model-specific or incidental reports.", + "best_issue_reason": "Issue 46851 is the clearest standalone bug report here: it is specific, reproducible, and framed as a concrete behavioral regression rather than an environment or doc issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Different failure classes: missing Float8 storage vs a Qwen chat/runtime crash." + "reason": "Different models and different failures: one is a missing config field in MLA q_a_layernorm, the other is a torch.split return-value issue in GlmMoeDsaIndexer." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Both mention config fields, but one is Llama4-specific pad_token_id, the other is a generic trust_remote_code config omission." + "reason": "Both mention Qwen3.5-related position handling, but the bugs are different: CPU offload incompatibility versus variable-length inputs with position_ids." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Video padding bug vs missing-vision-backend processor error; unrelated paths." + "reason": "One is a backend installation problem for pip extras, the other is a Python version compatibility issue; same dependency area, not the same bug." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "ANSI output formatting bug vs a docstring issue; not the same bug." + "reason": "Different code paths and symptoms: processor.save_pretrained file emission versus gemma-4 from_pretrained failure under zero3." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Both involve position_ids, but one is Qwen2.5-VL image temporal scaling and the other is Qwen3.5 variable-length inputs." + "reason": "Different model classes and failure modes: CamemBERT MLM predictions versus Deepseek tokenizer output regression." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Import/export issue for AutoImageProcessor vs Python-version compatibility regression." + "reason": "Docs mismatch for a pipeline API is unrelated to intermittent slow import performance." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Sentence-transformers import NameError vs tensorboard/TensorFlow backend setup error." + "reason": "Tokenizer loading in v5 and an ESM2 model-specific breakage are not the same underlying issue." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Helper length calculation in qwen3_omni_moe is not the same as Qwen3.5 variable-length position_ids handling." + "reason": "Generation cache/chunked_prefill behavior and CLIPVision hidden_states output are unrelated regressions." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Tokenizer config metadata mismatch vs Gemma-4 zero3 from_pretrained failure." + "reason": "These are distinct environment/dependency issues: missing TensorFlow backend versus torch/transformers incompatibility." }, { - "left": "issue:44242", - "right": "issue:44496", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Mixture-of-experts aux loss bug vs unrecognized model/config loading failure." + "reason": "An import/export failure for a specific model class is unrelated to a Python version support issue." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Kernel registration/decorator crash vs position_ids handling; different code paths." + "reason": "Both concern attention kernels, but one is a Ministral-3 FlashAttention failure and the other is a compiled flex_attention failure on newer torch; different code paths and triggers." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "pytest-xdist file race vs stale generation warning; unrelated test/runtime bugs." + "reason": "Two different model-loading errors with different missing fields and different models." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "bf16 dtype mismatch in model inference vs wrong hidden_states output mapping." + "reason": "Notebook syntax in documentation is unrelated to a Gemma4 device-map runtime mismatch." }, { - "left": "issue:45103", + "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "auto_docstring future-annotations crash vs missing-decorator registration error." + "reason": "Kernel import/version resolution failure is not the same as a model-specific use_kernels registration crash." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Both are aux-loss related, but one is router-logits loss wiring and the other is denoising/auxiliary-loss omission." + "reason": "A torch.compile attention-kernel divergence bug has nothing in common with ANSI escape codes in loading_report." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Stale phonemizer backend state vs inconsistent from_pretrained behavior inside Python classes." + "reason": "Different failures: storage type deserialization versus a Qwen3.5 chat crash." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Image processor reduce_labels bug vs unsafe sys.modules access in modeling_utils." + "reason": "A missing config attribute in one model is not the same as missing fields returned by trust_remote_code AutoConfig." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error vs empty-list chat template crash." + "reason": "Both touch processor/image handling, but one is a padding calculation bug and the other is an error message when a required vision backend is absent." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs Qwen3.5 chat crash; different mechanisms." + "reason": "ANSI-code output formatting and a wrong docstring are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3 MoE family, but one is LoRA compatibility across branches and the other is base model loading breakage." + "reason": "Both involve position_ids, but one is a Qwen2.5-VL rope scaling bug and the other is a Qwen3.5 variable-length input issue." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "position_ids buffer access bug vs Gemma-4 zero3 loading failure." + "reason": "Importing AutoImageProcessor and Python version compatibility are distinct problems." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Flash-attention sink-less model crash vs position_ids variable-length handling." + "reason": "A missing nn import in sentence-transformers is unrelated to a TensorFlow backend installation issue." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Import performance issue vs Gemma-3 eos_token_id config inconsistency." + "reason": "Different helpers, different model family, and different failure surface; not the same bug." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Terminal ANSI formatting bug vs GLM-5 RoPE discussion; unrelated." + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "sys.modules access safety bug vs TimesFM window_size AttributeError." + "reason": "Import performance and unrecognized model/config loading are different issues." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Model loading failure for ScandiBERT vs empty chat-template input crash." + "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Offline tokenizer cache failure vs AttentionInterface.register changing callback behavior." + "reason": "dtype mismatch in CI and an ImageClassifierOutput hidden_states bug are unrelated." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "torch.compile + SDPA bug in Bamba vs CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Both are missing-loss reports, but they affect different models, different flags, and different losses." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Video-classification pipeline image-processor lookup vs audio feature extraction bug; different subsystems." + "reason": "Auto-docstring crashes under future annotations are unrelated to Qwen3.5 kernel registration failures." } ] }, @@ -12934,285 +12790,293 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:29870", - "issue:30333", "issue:36246", + "issue:41950", + "issue:42491", "issue:42757", + "issue:42886", "issue:43257", "issue:43262", - "issue:43295", - "issue:43475", + "issue:43299", + "issue:43526", + "issue:43531", "issue:43540", - "issue:43596", - "issue:43673", + "issue:43550", "issue:43901", - "issue:44038", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44336", "issue:44351", - "issue:44466", + "issue:44451", "issue:44479", + "issue:44485", "issue:44496", - "issue:44561", - "issue:44623", - "issue:44734", "issue:44749", "issue:44779", "issue:44857", - "issue:44877", - "issue:44987", + "issue:44871", "issue:45003", "issue:45137", "issue:45200", "issue:45292", - "issue:45335", + "issue:45362", "issue:45375", - "issue:45459", + "issue:45397", "issue:45561", - "issue:45584", - "issue:45600", + "issue:45588", "issue:45759", "issue:45859", - "issue:46369", + "issue:46132", "issue:46399", - "issue:46424", "issue:46506", + "issue:46614", "issue:46655", - "issue:46726" + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46851" ], "soft_pairs": [ + "issue:46614|issue:46665", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44451|issue:46752", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:41950|issue:44220", "issue:44779|issue:45292", "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:43901|issue:45003", "issue:43257|issue:45137", - "issue:44734|issue:46424", "issue:45003|issue:45561", "issue:43540|issue:46655", "issue:44496|issue:45003", - "issue:43673|issue:44561", "issue:44162|issue:45200", "issue:44479|issue:46655", - "issue:44295|issue:44749", "issue:45375|issue:45759", + "issue:44295|issue:44749", "issue:44242|issue:44857", - "issue:45859|issue:46399", "issue:43262|issue:44246", - "issue:43475|issue:46369", - "issue:36246|issue:43596", - "issue:45137|issue:45600", - "issue:44877|issue:45375", - "issue:45292|issue:45584", - "issue:43295|issue:45292", - "issue:44623|issue:46726", - "issue:44466|issue:45335", - "issue:44038|issue:46506", - "issue:29870|issue:30333", - "issue:44987|issue:45459" + "issue:45859|issue:46399" ], - "prepared_review_unit_hash": "9eb58d40f54f7524da690c70eaba88992eb28eb22b88ddc7a81476f8fd311c7e", + "prepared_review_unit_hash": "f6928081655bba3f9dabbe4bcb85d3512a25a2ea908cfdd34ee4c8b4f0418f40", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35720, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36365, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated import errors, model-specific regressions, config/load bugs, cache issues, and docs/test problems. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failure modes across different models and subsystems, so there is no safe duplicate hub for the cluster.", + "summary": "These items are mostly separate bug reports across different models and subsystems. I found no soft pair that clearly describes the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44479 is the strongest standalone representative: it reports a concrete, version-scoped regression affecting multiple Qwen video models, with a clear impact statement and broad relevance.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping this set because no item is representative of the others; the cluster is too diverse to collapse into one issue.", + "best_issue_reason": "Issue 44479 has the clearest regression framing and the broadest affected-surface description, making it the best single issue to anchor this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Both are output/embedding-adjacent regressions, but one is a DeepSeek tokenizer bug and the other is resize_token_embeddings behavior; different code paths." + "reason": "Different problems: stale phonemizer backend state vs. from_pretrained behavior inside Python classes." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." + "reason": "Unrelated code paths: BeitImageProcessorFast label reduction vs. modeling_utils sys.modules access." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Different missing imports: Qwen2.5-VLImageProcessor vs HybridCache." + "reason": "Different failures in different flows: Qwen3OmniMoe video processing vs. empty apply_chat_template input." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Both mention Qwen models, but one is a sliding_window issue and the other is a chat/loading crash; not the same bug." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Both involve DeepSpeed, but one is MOE weight conversion with accelerate+deepspeed and the other is a ZeRO3 deque underflow." + "reason": "Both involve Qwen3 MoE loading, but the model variants and failure modes differ enough that they do not look like one defect." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Cache-related, but one is serve/KV continuation tensor indexing and the other is max_cache_length handling." + "reason": "Position_ids buffer access is unrelated to Gemma-4 DeepSpeed ZeRO3 from_pretrained behavior." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "sys.modules access bug and xdist file race are unrelated." + "reason": "Different Qwen3.5 issues: flash-attention s_aux handling vs. variable-length position_ids." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Both are video-processing bugs, but they affect different models and have different symptoms/root causes." + "reason": "Load-balancing loss routing bug is unrelated to Gemma eos_token_id configuration." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "An unrecognized model config error is unrelated to unsafe sys.modules access." + "reason": "Loading-report ANSI output vs. GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Different failures: missing GenerationMixin cache in chunked_prefill vs trust_remote_code breakage from removed helper." + "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "ESM2 model breakage and Gemma 4 token-type defaults are unrelated." + "reason": "ScandiBERT loading failure and empty chat-template crash are different issues." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Both are video regressions, but for different model families and different preprocessing issues." + "reason": "Offline cache loading and AttentionInterface.register behavior changes are separate topics." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "A buffer/position_ids error and a performance regression report are not the same bug." + "reason": "torch.compile/SDPA failure in Bamba is not the same as CPU-vs-CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing config field and the other is from_config unwrapping behavior." + "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features are different pipeline/model bugs." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Load-balancing loss omission and an AMP CUDA crash are different bugs." + "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Both mention rotary embeddings, but CPU offload incompatibility and kernel registration failure are distinct code-path problems." + "reason": "Both are import errors, but for different symbols and libraries; not the same root cause." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Audio chat-template sampling rate and slow import behavior are unrelated." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs. HybridCache." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "SAM3 output attribute missing vs SAM3-LiteText memory overflow are different failures." + "reason": "Docs mismatch for return_all_scores is unrelated to modeling_utils internals." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Different import/model-loading contexts: Qwen2.5-VLImageProcessor import error vs ZeRO3/BertModel IndexError." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and ZeRO3 deque underflow are not the same bug." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "ZeRO3 deque underflow and stale auto_mappings entries are unrelated." + "reason": "Core modeling_utils import-safety issue is unrelated to xdist captured_info.txt race." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Both involve strict config handling, but they are different models and different missing config fields." + "reason": "Both mention video inputs, but Qwen3OmniMoe ValueError and SmolVLM padding math are different code paths." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both touch embeddings/tokenization, but one is resize_token_embeddings and the other is Whisper empty-transcription handling." + "reason": "Unrecognized model/config loading failure is not the same as unsafe sys.modules access." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Processor/tokenizer regression and embedding resize behavior are different issues." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are unrelated." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Saving processor files and missing vision-backend processor recognition are unrelated." + "reason": "Both concern video processing, but the affected models and described defects differ; not clearly one root bug." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Both are embedding-weight consistency bugs, but one is lm_head serialization and the other is decoder.embed_tokens resizing." + "reason": "Both are Qwen multimodal config issues, but one is a missing config field dropped by strict parsing and the other is text_config unwrapping in from_config." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "A Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + "reason": "Position_ids buffer error and the Chinese report about slower filtering after upgrade are unrelated." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "BART generation UnboundLocalError and MLFlow reporting behavior are unrelated." + "reason": "Load-balancing loss routing and LwDetrImageLoss AMP/CUDA crash are different bugs." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and import-time slowness are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Model loading failure and protobuf-related tokenizer error masking are different problems." + "reason": "Both involve Qwen3.5 rotary embedding code, but one is CPU-offload incompatibility and the other is a registration/decorator crash; too different to merge." } ] }, @@ -13231,293 +13095,279 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", "issue:42199", "issue:42886", "issue:43065", + "issue:43295", "issue:43352", "issue:43408", "issue:43475", "issue:43540", + "issue:43596", "issue:43653", "issue:43723", - "issue:43906", - "issue:43931", - "issue:43994", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", - "issue:44188", - "issue:44297", - "issue:44361", "issue:44368", + "issue:44466", "issue:44479", - "issue:44483", "issue:44623", - "issue:44749", "issue:44877", - "issue:44898", "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:45588", + "issue:45584", + "issue:45600", "issue:45656", - "issue:45685", - "issue:45987", - "issue:46082", "issue:46123", "issue:46170", - "issue:46202", - "issue:46421", - "issue:46431", + "issue:46369", + "issue:46506", "issue:46710", "issue:46726", - "issue:46829", "issue:46832", "issue:46851" ], "soft_pairs": [ - "issue:42199|issue:46851", + "issue:43475|issue:46369", + "issue:36246|issue:43596", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44623|issue:46726", + "issue:44466|issue:45335", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44987|issue:45459", "issue:43352|issue:45250", + "issue:42199|issue:46851", "issue:44479|issue:46170", - "issue:43653|issue:44162", "issue:45412|issue:46123", + "issue:43653|issue:44162", "issue:44060|issue:44077", "issue:44368|issue:44977", "issue:46170|issue:46832", "issue:42886|issue:45229", "issue:44877|issue:46170", - "issue:44995|issue:45200", - "issue:43475|issue:43540", "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44995|issue:45200", "issue:43065|issue:43408", "issue:44368|issue:45563", - "issue:43723|issue:46710", - "issue:43931|issue:44368", - "issue:44995|issue:45588", - "issue:45987|issue:46082", - "issue:44188|issue:46202", - "issue:44898|issue:46829", - "issue:44483|issue:46202", - "issue:43906|issue:46202", - "issue:44188|issue:46421", - "issue:45685|issue:46431", - "issue:43065|issue:46123", - "issue:44297|issue:44623", - "issue:44361|issue:44749", - "issue:43994|issue:46726" + "issue:43723|issue:46710" ], - "prepared_review_unit_hash": "35a125a43019330cde2206c4f74ea59ff20e284c15508b813e363743597e839b", + "prepared_review_unit_hash": "a8d5dd33f1ae93a5690725f43605b0687ded76aefca1f4ef0fb7b9851f5add3c", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36497, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 27, + "serialized_chars": 35885, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are broad, cross-topic mismatches spanning unrelated models and subsystems; none are safe duplicate merges.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: these items are not one duplicate cluster, but a heterogeneous set of unrelated bugs, warnings, and regressions.", + "summary": "The cluster is a broad mix of unrelated Transformers issues. The soft edges are mostly semantic collisions on shared keywords (tokenizers, embeddings, SAM3, Qwen, DeepSpeed, video) rather than true duplicates, so none should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44466 is the best anchor in this set because it describes a concrete, broadly relevant tied-weights regression with a clear repro and cross-model impact, making it the most useful representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative for deduplication because the set does not share one underlying defect; any choice would be arbitrary.", + "best_issue_reason": "Issue 44466 is the strongest standalone issue for routing because it targets a specific core code path (serialization/tied-weight handling) and is more reusable as a canonical reference than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42199", - "right": "issue:46851", - "accept": false, - "reason": "DETR cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids." - }, - { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "One is a specific Nemotron FlashAttention2 support gap; the other is a generic Flash Attention 2.0 topic, not the same concrete bug." + "reason": "Both are SAM3-related, but one is a missing-attribute bug in video output and the other is a memory overflow in sam3-litetext; different failure modes and code paths." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to the Windows/ROCm torch.distributed import error." + "reason": "Qwen2.5-VL image processor import failure vs DeepSpeed/BertModel index error; unrelated subsystems and symptoms." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "BigBirdTokenizer special-token registration and an ESM2 breakage are different issues with different code paths." + "reason": "Zero3 deque-pop crash is unrelated to auto_mappings referencing removed Sam3LiteText configs; different bugs." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "RT-DETR GC/memory-release behavior is unrelated to MaskGenerationPipeline's final-batch is_last bug." + "reason": "Both involve config validation, but they are about different models and different missing fields; not the same underlying issue." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different model/config problems." + "reason": "Embedding resize propagation bug vs Whisper empty-transcription regression after token alignment; different code paths." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation failure." + "reason": "Processor.tokenizer regression is a processor API issue, while this is about resize_token_embeddings not updating output embeddings; not duplicates." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Windows/ROCm dependency loading differs from the RT-DETR forward error on too many feature levels." + "reason": "Both touch processor loading/saving, but one is missing save_pretrained files and the other is an image-processor/backend import error; different bugs." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 CUDA OOM are unrelated failures." + "reason": "Both are about embeddings/tied weights, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating decoder.embed_tokens; related theme, different bug." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Strict granite_speech config loading and Windows/ROCm import issues do not share a code path." + "reason": "Qwen3-VL-Moe loading bug and PPDocLayoutV3 CPU/CUDA mismatch are unrelated model-specific problems." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "GlmMoeDsa stale-cache crash and Gemma4 mm_token_type_ids defaulting are different bugs." + "reason": "BART generate UnboundLocalError vs MLFlow reporting a failed job as running; unrelated functionality." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "SAM3 vision encoder missing attribute and Qwen3OmniMoe video processing ValueError are unrelated." + "reason": "Loader failure for a specific model repo vs tokenizer errors being masked when protobuf is absent; different root causes." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Gemma4 zero3 from_pretrained and double optimizer stepping under deepspeed are not the same defect." + "reason": "One is an explicit unsupported-model Flash Attention check, the other is just a generic Flash Attention topic; not the same bug." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is distinct from the sam3_video/sam3_tracker model-type warning." + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Both mention warnings, but one is tie_word_embeddings and the other is num_return_sequences; different behavior." + "reason": "Video-input regression in Qwen VL models vs a Windows/ROCm torch.distributed import issue; unrelated." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the DeepSeek-R1 accuracy regression." + "reason": "RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch handling; different code paths." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tied-embeddings warning." + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 breakage; unrelated models and symptoms." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Stale indexer cache on second forward and flash_attention.py crashing on s_aux=None are different failures." + "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init allowance; not the same underlying change." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "StaticCache return-type contract violation and LlamaConfig head_dim validation are separate issues." + "reason": "Both mention generation warnings, but the warning causes and affected code paths are different." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip failure on \u2581." + "reason": "Windows ROCm import/dependency failure vs RT-DETR forward shape/type error; unrelated bugs." }, { - "left": "issue:44898", - "right": "issue:46829", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Perceiver non-default-resolution failure and VideoPrism hidden_states misassignment are different model-specific bugs." + "reason": "Tokenizer cache loading offline vs Gemma4 multi-GPU OOM; unrelated failures." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip tokenization failure." + "reason": "Strict config loading and ROCm torch.distributed import problems are unrelated." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the Gemma roundtrip bug." + "reason": "Both involve DeepSpeed, but one is from_pretrained/ZeRO3 loading and the other is duplicate optimizer stepping; different concrete bugs." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "allow_is_bidirectional_skip branching under torch.compile and cache lazy-init recompilation are different code paths." + "reason": "SAM3 video attribute error and Qwen3OmniMoe video ValueError are different model families and distinct failures." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "MPS histogram integer support and missing chat template on a processor are unrelated." + "reason": "GlmMoeDsa stale cache crash vs Gemma4 mm_token_type_ids defaulting issue; unrelated." }, { "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "SAM3 pixel-decoder architecture details do not match the final-partial-batch is_last bug." - }, - { - "left": "issue:44297", - "right": "issue:44623", + "right": "issue:43408", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are related only broadly, not the same fixable bug." + "reason": "Same SAM3 area, but dummy Conv2d in pixel decoder and sam3_video/sam3_tracker mismatch are different defects." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "MLukeTokenizer AttributeError and a v4.57.3\u21925.3.0 performance regression are not duplicates." + "reason": "Different warnings from different generation features; not the same bug." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "SigLIP2 producing nonsensical outputs and AutoProcessor reporting a missing vision backend are distinct issues." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are unrelated issues." } ] }, @@ -13536,294 +13386,301 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:28282", "issue:30990", - "issue:39692", - "issue:41628", - "issue:42371", "issue:42994", + "issue:43065", "issue:43232", "issue:43441", "issue:43475", "issue:43482", - "issue:43525", "issue:43643", "issue:43646", "issue:43673", "issue:43701", - "issue:43723", "issue:43761", - "issue:43784", + "issue:43906", + "issue:43931", "issue:43986", - "issue:44038", + "issue:43994", "issue:44162", "issue:44188", "issue:44242", - "issue:44373", + "issue:44297", + "issue:44361", + "issue:44368", + "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:44995", + "issue:45103", "issue:45375", - "issue:45397", "issue:45478", + "issue:45588", "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", "issue:46132", - "issue:46326", - "issue:46399", + "issue:46202", + "issue:46421", + "issue:46431", "issue:46726", "issue:46752", "issue:46821", - "issue:46832", - "issue:46851" + "issue:46829", + "issue:46851", + "issue:46858" ], "soft_pairs": [ + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:46829|issue:46858", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43994|issue:46726", "issue:43761|issue:44242", - "issue:43646|issue:44162", "issue:44749|issue:45656", + "issue:43646|issue:44162", "issue:43701|issue:44749", "issue:44871|issue:46132", "issue:44623|issue:45656", - "issue:43232|issue:43673", "issue:42994|issue:43482", "issue:43441|issue:46752", + "issue:43232|issue:43673", "issue:45375|issue:45478", "issue:43475|issue:43643", "issue:43475|issue:46821", "issue:44188|issue:46851", "issue:28282|issue:30990", - "issue:43986|issue:46726", - "issue:41628|issue:44933", - "issue:44869|issue:45356", - "issue:44964|issue:45137", - "issue:45310|issue:45375", - "issue:45230|issue:45397", - "issue:39692|issue:46726", - "issue:44038|issue:44623", - "issue:42994|issue:43525", - "issue:44242|issue:46832", - "issue:44373|issue:46851", - "issue:43723|issue:46326", - "issue:42371|issue:45092", - "issue:43784|issue:46399" + "issue:43986|issue:46726" ], - "prepared_review_unit_hash": "2b24b18e45254e031e7108f017462d34d35af947240848f649299fb3a5ecb435", + "prepared_review_unit_hash": "8c0921c84864e5e02a2ec68baa341b354cb93b0758dd5271853d71888a89c623", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35248, - "estimated_input_tokens": 8812, - "estimated_eval_tokens": 17880 + "soft_pair_count": 29, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous regression reports, not a single duplicate cluster. Two soft edges look like true duplicates: 43986/46726 for the same AutoProcessor crash when a required vision backend is missing, and 45375/45478 for the same Qwen3.5-Moe from_pretrained regression. The remaining pairs are either different code paths, different models, or too broad to merge confidently.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43986 is the cleanest issue to anchor the cluster because it is a concrete AutoProcessor/vision-backend missing-dependency crash, and issue:46726 describes the same failure mode.", + "summary": "Most candidate pairs are only loosely related and should stay separate. The only convincing duplicate is the Qwen3.5 MoE config-loading regression around a missing `deepstack_visual_indexes` field; the rest are different bugs in nearby subsystems.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45375 is the best canonical issue for the one real duplicate pair: it identifies the exact missing `deepstack_visual_indexes` field and the `@strict`-drop root cause behind the Qwen3.5 MoE loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43986 is the best global issue candidate because it is a focused, well-scoped bug report with a clear duplicate in the cluster.", + "best_issue_reason": "issue:45375 is the most actionable issue overall because it states the concrete config-field omission and failure mechanism, making it the best tracker for the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Different code paths and symptoms: CLIPVisionModel hidden_states vs load-balancing loss." + "reason": "Both involve Qwen3.5-ish models, but one is a weight-shape loading error and the other is a configuration warning; different failures." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Both are broad v5 regressions, but they involve different models and failures." + "reason": "Cache return-type contract bug vs. LlamaConfig head_dim validation; unrelated code paths." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Performance slowdown report is not the same bug as optimizer stepping twice." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip behavior." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Checkpoint key mismatch and inference slowdown are unrelated." + "reason": "OpenAI chat-completions API rejection is not the same bug as Gemma pipeline roundtrip failure." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Second-forward stale cache crash vs. flash_attention sinkless-model AttributeError; different mechanisms." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:46829", + "right": "issue:46858", "accept": false, - "reason": "Missing processor save_pretrained files is unrelated to optimizer step duplication." + "reason": "Both touch output/caching internals, but one is a VideoPrism output mixup and the other is a cache length arithmetic bug." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Both touch generation, but they describe different bugs and code paths." + "reason": "AutoConfig custom-model reproduction is unrelated to the Gemma pipeline tokenizer roundtrip issue." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are different operations." + "reason": "Both mention compile/chunked-prefill themes, but one is attention-kernel branching and the other is lazy cache init recompilation." }, { - "left": "issue:43441", - "right": "issue:46752", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to empty chat template input handling." + "reason": "MPS histogram kernel error is unrelated to missing chat template handling." }, { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Both report the same Qwen3.5-Moe from_pretrained regression; the config-field omission plausibly explains the generic load error." + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation crash and cache seq-length tensor bug are different areas." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Different models and different missing-field symptoms; not the same defect." + "reason": "SAM3 decoder placeholder layer and MaskGenerationPipeline partial-batch drop are unrelated." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Different models and unrelated runtime failures." + "reason": "Tokenizer save metadata mismatch is not the same as processor save missing files." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to variable-length position_ids handling." + "reason": "Tokenizer AttributeError on tasks and dataloader slowdown are unrelated." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "PyTorch import error and Sentence Transformers loading stall are different issues." + "reason": "Both are AutoModel/AutoProcessor vision-related, but they report different failures and likely different backend paths." }, { - "left": "issue:43986", - "right": "issue:46726", - "accept": true, - "reason": "Same AutoProcessor crash when a required vision backend is missing." + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and MoE router-loss omission are different bugs." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are only loosely related." + "reason": "Data filtering slowdown is unrelated to the double optimizer step issue." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Whisper timestamp crash and Kimi tokenizer codec regression are different tokenization bugs." + "reason": "Custom model initialization regression and ESM2 breakage are too broad to be the same bug." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Checkpoint key mismatch and filtering slowdown are unrelated." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Both mention Qwen3.5-Moe, but the failures are not clearly the same underlying bug." + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface registration behavior changes." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Placeholder bug report and gemma-4 zero3 from_pretrained error are unrelated." + "reason": "Missing processor save files and duplicate optimizer stepping are different issues." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "SigLIP2 documentation errors are not the same as the AutoProcessor missing-backend crash." + "reason": "Quantized model saving failure and GGUF loading failure are different lifecycle operations." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43441", + "right": "issue:46752", "accept": false, - "reason": "Qwen3.5/VL model bug and processor save_pretrained missing files are unrelated." + "reason": "FlashAttention failure on Ministral-3 is unrelated to empty-list chat-template IndexError." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different bugs." + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are separate regressions." }, { - "left": "issue:44242", - "right": "issue:46832", + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading regression; 45375 names the root cause and 45478 shows the user-facing `from_pretrained` failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Load-balancing loss logic and RTDetr feature-level mismatch are unrelated." + "reason": "SAM3 vision encoder output attribute error and AutoConfig missing fields are unrelated." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "A wrong docstring is not the same as a runtime variable-length position_ids failure." + "reason": "SAM3 video encoder attribute error and TimesFM window_size AttributeError are different models and bugs." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Tokenizer loading regression and continue_final_message behavior are different failures." + "reason": "torch.compile attention divergence is unrelated to Qwen3.5 variable-length position_ids behavior." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "PyTorch missing ImportError and Sentence Transformers stuck loading are different startup failures." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration crash are different code paths." + "reason": "Both involve missing vision backends, but one is a video-model load crash and the other is an image-processor recognition error; not clearly the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is not fully aligned with the soft-edge verdicts and overstates some evidence. In particular, the canonical-issue note claims 43986/46726 have \"near-identical wording,\" which is not supported by the packet metadata/titles alone, and the summary calls the Qwen3.5-Moe case only \"related\" even though the soft-edge verdict accepts 45375/45478. Overall the analysis is mostly conservative, but a few claims are too strong for the evidence visible in the packet." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The Qwen3.5 MoE pair (45375/45478) is the only clearly same-bug duplicate: the field omission and `from_pretrained` failure align well. The remaining verdicts avoid overstating similarity and are reasonably cautious given the available titles/body summaries." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13836,316 +13693,309 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:30333", - "issue:30990", - "issue:33290", - "issue:35141", "issue:36010", + "issue:39692", "issue:41628", "issue:42175", + "issue:42371", "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", "issue:43278", - "issue:43479", "issue:43504", + "issue:43525", "issue:43704", "issue:43723", + "issue:43784", "issue:43824", "issue:43873", - "issue:43976", - "issue:44016", "issue:44038", "issue:44222", + "issue:44242", "issue:44351", - "issue:44496", - "issue:44568", + "issue:44373", "issue:44623", "issue:44792", "issue:44869", "issue:44933", "issue:44945", + "issue:44964", "issue:45081", + "issue:45092", "issue:45103", "issue:45137", + "issue:45230", "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", "issue:45406", "issue:45561", "issue:45600", - "issue:45712", "issue:45753", - "issue:45812", - "issue:46077", - "issue:46123", "issue:46202", - "issue:46231", - "issue:46693", + "issue:46326", + "issue:46399", "issue:46701", - "issue:46829" + "issue:46726", + "issue:46832", + "issue:46851" ], "soft_pairs": [ + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:44964|issue:45137", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:42994|issue:43525", + "issue:44242|issue:46832", + "issue:44373|issue:46851", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:43784|issue:46399", "issue:45406|issue:46202", "issue:43873|issue:44945", "issue:44945|issue:45753", "issue:41628|issue:44351", "issue:42673|issue:43704", "issue:42994|issue:43824", - "issue:45081|issue:45103", "issue:46202|issue:46701", "issue:44038|issue:45310", "issue:36010|issue:41628", - "issue:44222|issue:45310", + "issue:45081|issue:45103", "issue:43278|issue:45137", + "issue:44222|issue:45310", "issue:42831|issue:44222", - "issue:43232|issue:44792", "issue:43504|issue:45561", + "issue:43232|issue:44792", "issue:45561|issue:45600", - "issue:42175|issue:44933", - "issue:44496|issue:45561", - "issue:30333|issue:33290", - "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:42175|issue:45712", - "issue:42898|issue:44568", - "issue:43479|issue:46829", - "issue:46077|issue:46123", - "issue:44623|issue:45310", - "issue:43479|issue:44869", - "issue:42673|issue:46693", - "issue:43723|issue:44568", - "issue:42898|issue:45812", - "issue:44016|issue:46231" + "issue:42175|issue:44933" ], - "prepared_review_unit_hash": "6ba208ac8647f5e39bedfcc0b2eaa0c26437e65228d2677210657124d2c08593", + "prepared_review_unit_hash": "035d2e0230d018a5bc0f25c2551b2a166eefa3291e04f8c5423b15f33b1a19ee", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36930, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "soft_pair_count": 30, + "serialized_chars": 36396, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster; the only clear duplicate is the repeated Qwen3ForCausalLM VRAM-leak report. Canonicalization is based on the exact same title, the same visible symptom, and higher discussion activity on issue:42673.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it has the exact same title and visible VRAM-leak symptom as issue:43704, and it has more discussion activity, so it is the stronger representative of that duplicate pair.", + "summary": "This cluster is mostly a mix of unrelated bug reports; only one soft edge is a true duplicate pair (42673/43704). The remaining candidate pairs are best treated as false positives because they target different code paths, models, or failure modes.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the best canonical representative because it is the earlier report in the only clear duplicate pair and has the stronger discussion/ref context versus issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best global issue representative because it is the only clear duplicate target in the cluster and has the richest visible discussion for consolidation.", + "best_issue_reason": "There is no single issue that cleanly represents the whole cluster because the items span many unrelated regressions; if one representative is needed, issue:42673 is the strongest anchor only due to the exact duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both mention Gemma, but one is a processor load crash and the other is a pipeline/tokenization roundtrip failure; different bugs." + "reason": "Both are import errors, but they concern different missing symbols and different modules; not the same underlying bug." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to pipeline-parallel incorrect outputs." + "reason": "Both are Qwen3.5 MoE-loading problems, but one is a generic from_pretrained failure and the other is a specific missing config field; too little evidence they are the same fix." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop are distinct generation failures." + "reason": "Generic bug report versus a specific Gemma-4 ZeRO3 loading failure; no shared concrete failure mode." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely separate fixes." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and the same visible VRAM-leak symptom for Qwen3ForCausalLM in multiple dataloader threads; straightforward duplicate." + "reason": "Different loading/runtime paths and different exceptions; not the same bug." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Quantized model saving failure and a Qwen2_5_VL import error are unrelated bugs." + "reason": "Both involve tokenizer behavior, but they affect different models and distinct tokenization regressions." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer regex loading crash and auto-docstring annotation handling are different subsystems and failure modes." + "reason": "Different subsystems: Qwen3-VL-Moe issues versus processor save_pretrained file emission." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Gemma roundtrip tokenization failure and a DiffusionGemma image-text pipeline issue are not the same underlying bug." + "reason": "Both touch vision/processor usage, but one is a broken doc example and the other is a missing-vision-backend runtime error." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but the visible failure modes differ and do not indicate one shared bug." + "reason": "Quantized model saving versus a Llama4 config attribute error are unrelated." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44242", + "right": "issue:46832", "accept": false, - "reason": "Different missing imports with no evidence of the same root cause." + "reason": "Different models and different forward/loss bugs; no shared code-path problem." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained failure are separate lifecycle operations." + "reason": "A docstring mismatch is not the same as a variable-length position_ids runtime bug." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Embedding dtype drift during eval and a ZeRO3 deque IndexError are unrelated training-time bugs." + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure." + "reason": "Different tokenizer failures with different mechanisms; not one concrete bug." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Generation kwargs update logic after sync_gpus and a janus model image-generation test failure are not the same code path." + "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel registration failure are unrelated." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "A legacy-field pretrained-load bug and a pytest-xdist race in testing utils are unrelated." + "reason": "Gemma processor attribute error versus Gemma pipeline roundtrip tokenization issue are different code paths." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Captured-info file races under xdist and stale auto_mappings references are different CI/test maintenance issues." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are separate problems." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Missing TensorFlow backend in a pip extra and a nonexistent image_utils import are separate packaging/import problems." + "reason": "Incorrect pipeline-parallel LLM output and Qwen3_5 image infinite loop are unrelated." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Model config loading failure and an xdist file race are unrelated." + "reason": "Both are import errors, but they expose different removed/mis-exported symbols; not the same defect." }, { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLflow reporting on failed training jobs and DeepSpeed Adafactor OOM are different failure modes." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same VRAM leak symptom for Qwen3ForCausalLM with multiple dataloader threads; the title and context indicate a true duplicate." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 and an import error from image_utils do not share a root cause." + "reason": "Quantized save failure and an import failure for Qwen2_5_VL are unrelated." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "A Sentence Transformers loading hang and token-embedding resize reinitialization are distinct bugs." + "reason": "Both involve Gemma pipelines, but one is a token roundtrip issue and the other is a different output-type/pipeline failure." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "TensorFlow backend omission and leftover dummy PT classes leaking into dir()/check_repo.py are unrelated repo hygiene issues." + "reason": "Different Qwen model families and different failure modes; not one mergeable fix." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "These are both tokenizer-related regressions in v5, but they affect different behaviors." + "reason": "Both are transformers import regressions, but they are for different missing exports and likely different fixes." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Multimodal config initialization and VideoPrism output field misuse are unrelated model-specific bugs." + "reason": "Tokenizer patch crash and auto-docstring annotation crash are unrelated." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Bidirectional attention mask construction and partial-batch is_last handling are separate pipeline bugs." + "reason": "Dtype drift in evaluation and a ZeRO3 deque IndexError are unrelated." }, { - "left": "issue:44623", + "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are different serialization/load paths." + "reason": "FP8 save_pretrained failure and a Qwen3.5 from_pretrained error are different operations and code paths." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Phi4MultimodalConfig default initialization and Whisper timestamp decode crashing on a trailing replacement character are unrelated." + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "VRAM leakage in dataloader threads and FA2 long-context performance regression are different memory/performance issues." + "reason": "A pretrained-model legacy-field load failure and a pytest-xdist file race are unrelated." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Tokenizer loading in v5 and token ID generation for mdeberta-v3 are separate tokenizer regressions." + "reason": "Generation kwargs after sync_gpus and janus image-generation test failure are not the same bug." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "These are both v5 tokenizer behavior changes, but one concerns cleanup spacing and the other wrong token IDs for Granite models." + "reason": "Captured-info race in testing utils versus stale auto_mappings references are different CI issues." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." + "reason": "Backend-install dependency omission and a missing image_utils import are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering looks conservative, but the canonicalization wording overstates the evidence: the packet shows the two Qwen3ForCausalLM issues have the same title and activity levels, but it does not expose their full bug descriptions, so \"exactly matches ... bug description\" is not grounded. Please qualify that claim to match only what is visible in the packet (same title / same VRAM-leak symptom / higher discussion activity), then the rest would be acceptable." + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:42673/issue:43704, is strongly supported by the identical title and matching VRAM-leak context. The remaining pair verdicts are cautious and do not overclaim duplicate status or shared fixability. The canonical issue choice is also reasonable, since issue:42673 is the earlier of the identical pair and has more discussion activity." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14158,292 +14008,300 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:22355", "issue:27957", - "issue:28282", "issue:30333", + "issue:30990", + "issue:33290", "issue:34689", "issue:35141", - "issue:41628", + "issue:42175", "issue:42222", - "issue:42757", - "issue:42796", - "issue:42831", + "issue:42673", "issue:42898", "issue:43116", "issue:43295", "issue:43479", - "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:43976", + "issue:44016", "issue:44060", - "issue:44075", "issue:44079", "issue:44190", "issue:44222", "issue:44295", "issue:44297", - "issue:44360", - "issue:44448", + "issue:44496", + "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44869", "issue:44933", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", "issue:45200", - "issue:45245", + "issue:45310", "issue:45356", "issue:45405", + "issue:45561", "issue:45656", "issue:45712", - "issue:46082", - "issue:46132", + "issue:45812", + "issue:46077", + "issue:46123", "issue:46231", - "issue:46762" + "issue:46693", + "issue:46829" ], "soft_pairs": [ + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:43479|issue:44079", "issue:42222|issue:45200", "issue:43784|issue:43824", - "issue:44734|issue:45103", "issue:43874|issue:45092", + "issue:44734|issue:45103", "issue:27957|issue:30333", "issue:30333|issue:34689", - "issue:42898|issue:45356", "issue:42898|issue:43295", + "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:43116|issue:44190", "issue:45405|issue:45712", "issue:30333|issue:35141", "issue:44060|issue:45125", - "issue:44222|issue:44297", - "issue:22355|issue:28282", - "issue:44075|issue:46231", - "issue:44933|issue:45712", - "issue:44360|issue:46762", - "issue:44448|issue:46132", - "issue:44297|issue:45656", - "issue:42831|issue:44623", - "issue:42796|issue:43723", - "issue:44222|issue:44623", - "issue:43479|issue:43644", - "issue:45245|issue:46132", - "issue:41628|issue:42757", - "issue:45071|issue:46082" + "issue:44222|issue:44297" ], - "prepared_review_unit_hash": "bcd45e4bcff0c04cd25d2c9e3c35208dc3aa554fd007cd4428ea101971f3039f", + "prepared_review_unit_hash": "2605af0bd852b6528682e500f2ea6a2b7394efbb8ee4e7947c48272b8394fd00", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35804, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36976, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly heterogeneous: mostly unrelated Transformers issues spanning tokenization, model loading, config, training, serving, and utility regressions. The soft-similarity pairs share general subsystem language but not the same concrete bug or fix path, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "These items are a heterogeneous mix of unrelated transformer bugs/regressions across tokenizers, multimodal models, training, serving, packaging, and docs. None of the soft pairs appear to be the same underlying bug/change, so there is no duplicate cluster to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists here: the reports span unrelated subsystems and none of the proposed soft pairs look like true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a strong global representative for the set; the titles point to distinct bugs rather than one shared root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is about clean_up_tokenization_spaces behavior while the other is Deepseek-specific tokenization output; different code paths and fixes." + "reason": "Unrelated: model-type/config loading vs pytest-xdist file-race in testing utils." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are unrelated internals; no shared bug mechanism." + "reason": "Different failures: MLflow run reporting on job failure vs DeepSpeed Adafactor OOM." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both concern multimodal model inputs, but one is broken VitPose model files/imports and the other is Gemma 4 mm_token_type_ids defaults; not the same defect." + "reason": "Python-version compatibility bug vs nonexistent image_utils import; no shared code path." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Both are import errors, but for different missing symbols and packages: sentence-transformers nn import vs missing Qwen2.5-VL class." + "reason": "Sentence-Transformers loading hang vs embedding resize/post_init reinit; distinct bugs." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "KV-cache continuation crash and auto_docstring annotation crash are entirely different failure modes and code paths." + "reason": "Both tokenizer-related, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens BOS/EOS handling." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Missing get_number_of_image_patches in GLM46V and meta-init incompatibility for InternVL2 are distinct multimodal loading issues." + "reason": "Packaging backend omission vs leftover dummy classes leaking into pt objects; unrelated." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed training jobs are unrelated." + "reason": "Multimodal config defaults vs classifier output field mapping; different components and symptoms." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are different bugs with no common fix path." + "reason": "Attention mask construction bug vs pipeline batch-finalization bug; not the same change." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behavior changes." + "reason": "processor.save_pretrained missing files vs Qwen3.5-Moe from_pretrained failure; distinct issues." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "clean_up_tokenization_spaces regression and processor.tokenizer/image-passing regression are separate API behaviors." + "reason": "Config initialization vs Whisper timestamp decode crash; no overlap beyond broad model code." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Position_ids buffer access error and deepspeed optimizer double-step are unrelated runtime bugs." + "reason": "VRAM leak in dataloader threads vs FA2 long-context performance regression; different behavior and path." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Example script multi-label output bug and local dataset loading issue are different script-level failures." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + "reason": "Different tokenizer regressions affecting different behaviors and model families." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "MLflow failed-job reporting and embedding resize/post_init reinitialization are separate training/model bugs." + "reason": "AutoTokenizer loading issue vs add_special_tokens regression; separate tokenizer problems." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Wrong tied-weights warning and missing _tp_plan are different Qwen3-Next issues." + "reason": "Generic v5 tokenization-space behavior change vs DeepSeek tokenizer regression; not the same underlying bug." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "FP8 save_pretrained behavior for moe models and tokenizer_class metadata mismatch are unrelated save/load bugs." + "reason": "Multimodal config defaults vs ModelOutput key assignment; unrelated internals." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are import-related, but one is a missing transformers.onnx module and the other is missing PyTorch dependency detection." + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different models and fixes." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "SGD args not being used is a runtime optimizer bug; the other is a documentation parameter-name mismatch." + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL export; different import failures." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Missing image_utils import and dummy_pt_objects cleanup are different import/export problems." + "reason": "Missing image processor method vs remote-code checkpoint/meta-init incompatibility; distinct multimodal bugs." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "DSA indexer lacking ReLU and Minimax attention numerical differences are not the same algorithmic issue." + "reason": "Serving KV-cache indexing crash vs auto-docstring future-annotations crash; unrelated code paths." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior change are different regressions." + "reason": "Flash Attention 2 model support issue vs MLflow failure reporting; no common root cause." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer config metadata mismatch and deepspeed double optimizer step are unrelated." + "reason": "Training-job MLflow tracking vs Llama 3.2 vision model loading regression; separate problems." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are distinct FP8/save-path problems." + "reason": "Both involve tokenizer/processor behavior in v5, but one is clean_up_tokenization_spaces and the other is processor.tokenizer/image passing regression." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Ministral tokenizer BPE marker handling and AutoTokenizer loading failure are different tokenizer issues." + "reason": "Tokenizer regressions, but one is generic cleanup-space behavior and the other is Kimi-K2.5 codec/warning handling." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is processor file persistence; not the same bug." + "reason": "position_ids buffer read error vs optimizer step being called twice in DeepSpeed; unrelated." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Default config initialization and non-persistent buffer junk are different initialization/storage bugs." + "reason": "Different example-script failures: multi-label classification output vs local dataset loading." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." + "reason": "Dependency version bump vs dummy class cleanup; no shared bug." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Cannot import AutoImageProcessor from transformers and cannot import is_offline_mode from huggingface_hub are separate dependency/export issues." + "reason": "MLflow failure tracking vs embedding reinitialization after resize; unrelated." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan for a different Qwen3 variant." + }, + { + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "PretrainedConfig type checking regression and LlamaConfig head_dim validation are unrelated config behaviors." + "reason": "FP8 save_pretrained behavior vs tokenizer_config class mismatch; different save paths and bugs." } ] }, @@ -14462,301 +14320,314 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:22355", - "issue:27957", + "issue:28282", "issue:30990", "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", "issue:42831", - "issue:42907", "issue:43122", "issue:43232", "issue:43475", + "issue:43479", "issue:43644", "issue:43723", - "issue:44038", + "issue:44075", "issue:44190", - "issue:44206", "issue:44222", - "issue:44261", "issue:44263", "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44483", + "issue:44448", "issue:44484", "issue:44485", "issue:44623", - "issue:44734", - "issue:44829", + "issue:44933", "issue:44977", + "issue:45071", "issue:45092", - "issue:45103", + "issue:45245", "issue:45310", - "issue:45357", - "issue:45381", - "issue:45406", + "issue:45656", + "issue:45712", "issue:45834", - "issue:46002", - "issue:46050", "issue:46082", "issue:46132", "issue:46209", + "issue:46231", "issue:46305", "issue:46328", - "issue:46421", "issue:46424", "issue:46431", "issue:46655", - "issue:46710" + "issue:46710", + "issue:46762" ], "soft_pairs": [ + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757", "issue:44373|issue:44485", + "issue:45071|issue:46082", "issue:44297|issue:45310", "issue:46132|issue:46710", "issue:44222|issue:44484", "issue:43723|issue:44977", "issue:44190|issue:46082", - "issue:43232|issue:46424", "issue:43122|issue:46209", - "issue:44206|issue:45103", + "issue:43232|issue:46424", "issue:44263|issue:45092", "issue:43232|issue:45834", "issue:46209|issue:46431", "issue:43475|issue:46305", - "issue:44734|issue:46421", - "issue:46305|issue:46655", "issue:44295|issue:44623", + "issue:46305|issue:46655", "issue:44263|issue:44360", - "issue:30990|issue:38175", "issue:44263|issue:44373", + "issue:30990|issue:38175", "issue:42831|issue:45310", - "issue:44279|issue:46328", - "issue:42907|issue:46050", - "issue:45381|issue:46305", - "issue:45092|issue:45357", - "issue:43644|issue:46305", - "issue:44829|issue:46002", - "issue:22355|issue:27957", - "issue:44261|issue:45092", - "issue:44483|issue:45406", - "issue:42831|issue:44038" + "issue:44279|issue:46328" ], - "prepared_review_unit_hash": "1a29f912c5f08e33e229418e7b9ad1058f54e88fdb7dec1839e11f67cf4be46b", + "prepared_review_unit_hash": "a13015d69995cdc5fb2302958dd0334ff5b70510fc3601ceaadd49523452c57b", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36362, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36235, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; the set is a heterogeneous mix of v5 loading/saving regressions, cache/generation bugs, tokenizer/processor problems, and model-specific numeric or architecture issues. I do not see a true duplicate cluster here, so only a broad representative issue can be picked.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous: import/export issues, tokenizer regressions, generation/cache bugs, FP8/model-specific failures, and a few documentation questions. None of the soft pairs looks like the same underlying defect, so I would not consolidate any of them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated subsystems and no pair is close enough to clearly represent the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the broadest generic loading regression (AutoTokenizer.from_pretrained in v5) and is the closest thing to an umbrella anchor, even though the cluster overall is not a true duplicate set.", + "best_issue_reason": "No global best issue: there is no coherent duplicate cluster here, so selecting one issue as the representative would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Docstring typo vs. GLM-5 RoPE implementation bug; unrelated." + "reason": "Different import failures: one is missing transformers.onnx, the other is AutoModel needing PyTorch." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer config save/load mismatch vs. Qwen3.5 MoE from_pretrained error; different code paths." + "reason": "One is a runtime optimizer bug; the other is a documentation parameter-name mismatch." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "AttentionInterface.register behavior change vs. accuracy regression report; not the same bug." + "reason": "Both concern imports, but they describe different export/hygiene problems in different files." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "FP8 save_pretrained bug vs. max_shard_size question; unrelated." + "reason": "Different DSA-related numerical/implementation problems with no shared concrete code path." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Generic tokenizer loading failure vs. flash-attention generation issue; different failures." + "reason": "FP8 accuracy and processor.save_pretrained missing files are unrelated bugs." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Local dataset loading example bug vs. LlamaConfig head_dim validation; unrelated." + "reason": "Tokenizer save metadata mismatch versus optimizer stepping twice under deepspeed are unrelated." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Generation kwargs/sync_gpus bug vs. cache max_length config behavior; different cache paths." + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file persistence." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Tokenizer output drift across versions vs. FP8 inference on B200; unrelated." + "reason": "Both involve tokenizers, but one is BPE marker handling and the other is AutoTokenizer loading in v5." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Feature extractor center-arg crash vs. auto_docstring annotations crash; unrelated." + "reason": "Different issues: Pegasus output regression versus AttentionInterface.register behavior change." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "DSA indexer split issue vs. remote-code checkpoint/meta-init incompatibility; unrelated." + "reason": "Multimodal config default initialization and non-persistent buffer corruption are unrelated." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Generation kwargs bug vs. OCR long-input index error; unrelated." + "reason": "Category-limit runtime error is unrelated to AttentionInterface.register." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "FP8 inference failure vs. missing chat template error; unrelated." + "reason": "Both are import errors, but for different symbols and different packages." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "SAM3 missing attribute vs. MoonshineStreaming off-by-one; different model bugs." + "reason": "A wrong docstring is not the same bug as GLM-5 RoPE implementation behavior." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Serve KV-cache tensor indexing crash vs. lazy cache recompilation issue; not the same defect." + "reason": "Type-checking breakage in PretrainedConfig is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Both video-related, but one is a sliding-window off-by-one and the other is padding calculation; distinct bugs." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different problems." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "Position_ids buffer access error vs. processor.save_pretrained missing files; unrelated." + "reason": "AttentionInterface.register behavior change does not match the DeepSeek accuracy regression." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Same broad subsystem, but torch.split return values and missing ReLU are different bugs." + "reason": "FP8 MoE saving bug is unrelated to the max_shard_size default question." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Sentence Transformers loading hang vs. SigLIP zero-probability issue; unrelated." + "reason": "Tokenizer loading failure and flash-attention generation failure are different code paths." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "DSA indexer behavior bug vs. docstring typo; not a duplicate." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs. Qwen3.5 MoE from_pretrained error; unrelated." + "reason": "Tokenizer version regression and FP8 inference on B200 are unrelated." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Dependency issue vs. SequenceFeatureExtractor.pad performance regression; unrelated." + "reason": "Generation kwargs syncing and cache max length handling are different cache/generation issues." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Dequantized model save failure vs. sinq quantized save/load breakage; both quantization-related but different implementations." + "reason": "GlmMoeDsaIndexer split behavior and remote-code checkpoint meta-init incompatibility are unrelated." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs. Moonshine streaming window bug; unrelated." + "reason": "Generation sync behavior and Kosmos2.5 OCR index errors do not share the same bug." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "InternVL2 meta-init incompatibility vs. Qwen3.5 visual encoder key save_pretrained regression; different checkpoint bugs." + "reason": "FP8 inference on B200 and missing chat template support are different failures." }, { - "left": "issue:43644", + "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk in v5 vs. streaming window off-by-one; unrelated." + "reason": "SAM 3 video encoder attribute error and MoonshineStreaming window off-by-one are unrelated." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "FlashAttention3 training degeneration vs. NaNs after checkout/init; both numeric symptoms but different causes." + "reason": "Buffer read errors and processor save_pretrained missing files are different bugs." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Missing transformers.onnx module vs. XLMRoberta Flash Attention 2; unrelated." + "reason": "Both are video-related, but one is a windowing off-by-one and the other is a padding calculation issue." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "MLA RMS-eps precision issue vs. checkpoint/meta-init incompatibility; unrelated." + "reason": "Same broad DSA area, but one is torch.split return handling and the other is a missing ReLU." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Chat/completions request rejection vs. Gemma4Processor missing _tokenizer; serve-related but different failures." + "reason": "A split return-value bug is unrelated to a docstring issue." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are different model/runtime problems." }, { "left": "issue:42831", - "right": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs. Qwen3-VL-Moe bug under v5; different problems." - } + "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained errors are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a SequenceFeatureExtractor padding performance issue are not the same bug." + } ] }, "evaluator_result": null, @@ -14774,10 +14645,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:22355", "issue:27957", @@ -14798,44 +14669,53 @@ "issue:43232", "issue:43408", "issue:43576", + "issue:43644", "issue:43646", - "issue:43756", "issue:43784", "issue:43824", - "issue:43937", "issue:43976", - "issue:44060", - "issue:44117", + "issue:44038", "issue:44188", + "issue:44261", "issue:44263", "issue:44295", "issue:44297", "issue:44373", + "issue:44483", "issue:44488", - "issue:44521", "issue:44568", - "issue:44704", + "issue:44829", "issue:44945", - "issue:44964", + "issue:45092", "issue:45278", - "issue:45290", + "issue:45357", + "issue:45381", + "issue:45406", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", - "issue:46172", + "issue:46050", + "issue:46305", "issue:46369", - "issue:46402", - "issue:46762" + "issue:46402" ], "soft_pairs": [ + "issue:42907|issue:46050", + "issue:45381|issue:46305", + "issue:45092|issue:45357", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:42831|issue:44038", "issue:41628|issue:43824", "issue:43408|issue:46402", "issue:42831|issue:45753", "issue:22355|issue:28218", "issue:39401|issue:44568", - "issue:42886|issue:43066", "issue:27957|issue:30990", + "issue:42886|issue:43066", "issue:42757|issue:45278", "issue:42886|issue:42994", "issue:44188|issue:44373", @@ -14846,228 +14726,219 @@ "issue:42907|issue:44945", "issue:30990|issue:33357", "issue:43576|issue:43784", - "issue:39401|issue:44488", "issue:44295|issue:44297", "issue:42371|issue:44263", - "issue:43976|issue:44945", - "issue:46172|issue:46762", - "issue:42907|issue:44964", - "issue:43756|issue:44060", - "issue:44117|issue:44704", - "issue:42907|issue:43937", - "issue:43784|issue:45600", - "issue:41628|issue:45278", - "issue:44704|issue:45290", - "issue:39401|issue:44521" + "issue:39401|issue:44488", + "issue:43976|issue:44945" ], - "prepared_review_unit_hash": "a6e7ff741ba082654af2b0bacf40d3f0a8bf23def7daf9f9ec61cc6c29fe1d68", + "prepared_review_unit_hash": "3bd52cb7164a213e5052ad5489191a65adad2cd06eff4517fbf5ba6b3fca66d9", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36094, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes import/export regressions, tokenizer behavior bugs, model-loading issues, quantization, and attention/kernel problems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.22, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering a class of import regressions rather than a single narrow edge case.", + "summary": "These items are mostly unrelated issue reports across tokenization, import errors, quantization, serving, and model-specific regressions. The soft-similarity pairs share surface keywords but not the same concrete failure mode, so all soft edges should be rejected. No PR candidates are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42886 is the most concrete, self-contained bug report in the set: tokenizer loading fails from cache when HF_HUB_OFFLINE=1, with a clear version-specific repro.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative issue, but only for the import-error slice; the cluster overall is too diverse to have a true canonical duplicate.", + "best_issue_reason": "issue:42886 is the strongest representative issue here because it has a narrow, actionable failure mode and a specific environment trigger.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load quantization bugs: dequantized Ministrals/Devstrals saving versus sinq-quantized model round-trip failure." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different code paths and models: Qwen2.5-VL video position IDs versus MoonshineStreaming sliding-window mask off-by-one." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are v5 model persistence regressions, but one is InternVL2 meta-init compatibility and the other is Qwen3.5 visual encoder key saving." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms: flash_attention_3 causes degenerate training, while the other reports NaNs after checkout+init." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated failures: non-persistent buffer junk versus a streaming attention mask boundary error." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different underlying bugs: missing rms_norm_eps in MLA q_a_layernorm versus old InternVL2 checkpoint meta-init incompatibility." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely different problems: missing transformers.onnx module versus XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Serving-related, but not the same bug: one rejects chat completion requests, the other crashes due to missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different issues: FineGrainedFP8 accuracy regression versus Qwen3-VL-Moe compatibility problem." + }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different export paths." + "reason": "Both are import errors, but they concern different symbols and different model families." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same SAM3 family, but one is a type-warning/misconfiguration issue and the other is missing text-encoder weights." + "reason": "Different SAM3 bugs: a model-type mismatch warning versus text encoder weights not being loaded." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Unrelated bugs: FP8 accuracy regression versus an image-driven infinite loop." + "reason": "Different failure modes: FP8 accuracy degradation versus an image-specific infinite loop in Qwen3_5." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No module import failure versus tokenizer spacing behavior after added tokens." + "reason": "Unrelated: missing transformers.onnx module versus tokenizer adding an extra space after an added token." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions affecting different models and different behaviors." + "reason": "Both tokenizer-related, but one is wrong offset_mapping and the other is BOS/EOS not added with add_special_tokens=True." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Offline cache loading failure versus wrong decoder-type selection in v5." + "reason": "Different subsystems: Flash Attention 2 support versus Sentence Transformers hanging during load." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Flash Attention compatibility for XLM-R versus Sentence Transformers hanging on load." + "reason": "Both involve tokenizers, but one is offline cache loading and the other is an incorrect tokenizer decoder type in v5." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Related to imports, but one is a specific huggingface_hub symbol removal and the other is a broader transformers upgrade regression." + "reason": "The first is a specific missing huggingface_hub symbol; the second is a broad import breakage after upgrading to v5.5.0." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline-cache loading and quantized-model saving are different code paths." + "reason": "Different bugs: offline tokenizer cache loading versus quantized model saving failure." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Runtime attention divergence versus a docstring-only issue." + "reason": "Unrelated: attention-kernel divergence under torch.compile versus a wrong docstring for position_ids." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM3, but one is a model-type warning and the other is a memory overflow." + "reason": "Both mention SAM3, but one is a model-type warning and the other is memory overflow in sam3-litetext." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation sync/update bug versus a D-FINE loss-computation bug." + "reason": "Different code paths: generation kwargs handling after sync_gpus versus D-FINE auxiliary-loss behavior." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer-specific BPE marker handling versus a broader version-to-version tokenization difference." + "reason": "Both are tokenizer regressions, but the concrete symptoms differ: BPE marker handling versus version-to-version tokenization drift." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage versus NaNs in classification heads." + "reason": "Different initialization problems: non-persistent buffers filled with junk versus NaNs in classification heads." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized model saving failure versus incorrect output under pipeline parallelism." + "reason": "Save/load quantization bug versus incorrect LLM output under pipeline parallelism; not the same underlying issue." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading stall versus MacOS bus error; different failure modes and likely different causes." + "reason": "Different reports: Sentence Transformers loading hang versus a MacOS bus error on a community CLIP model." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken CLI env command versus an import-time NameError in sentence-transformers integration." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Different tokenizer/model loading failures with no clear shared code defect." + "reason": "Different import/runtime failures: broken transformers env command versus NameError importing sentence-transformers." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Buffer registration/read issue versus saved tokenizer_class mismatch." + "reason": "One is a position_ids buffer read error; the other is tokenizer_class metadata mismatch on save." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings API complaint versus a torch.split return-value bug." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python-version compatibility issue versus pipeline-parallelism output corruption." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "Different numerical/kernel problems in different models." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Quantized-model save failure versus multimodal model load failure." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "RoPE-layer mismatch in Smollm3 versus a tied-weights warning in Qwen3-Next." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Tokenizer mapping assumption bug versus AutoProcessor kwargs propagation bug." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Both are model/config regressions, but in different models and different failure points." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Import-time NameError in sentence-transformers integration versus stale auto_mappings references." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but one is a single missing export while the other is a broad upgrade regression." + "reason": "Completely different topics: TF32 settings command versus a torch.split return-value issue in GlmMoeDsaIndexer." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Processor kwargs forwarding bug versus chat-template crash on tool-call messages." + "reason": "Tokenizer offset mapping bug versus model loading failure for cjvt/sleng-bert; not the same defect." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Tokenizer offset mapping bug versus multimodal assistant-mask generation bug." + "reason": "Unrelated: Python-version compatibility issue versus wrong outputs under pipeline parallelism." } ] }, @@ -15086,22 +14957,20 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:22355", "issue:29127", "issue:29159", "issue:36296", - "issue:38617", "issue:39401", + "issue:41628", "issue:42175", "issue:42757", - "issue:42898", "issue:42907", - "issue:43066", "issue:43116", "issue:43122", "issue:43278", @@ -15109,50 +14978,61 @@ "issue:43452", "issue:43475", "issue:43493", - "issue:43611", + "issue:43756", + "issue:43784", "issue:43824", "issue:43937", - "issue:43976", "issue:44038", - "issue:44188", + "issue:44060", + "issue:44117", "issue:44222", "issue:44295", "issue:44297", "issue:44351", - "issue:44355", "issue:44360", "issue:44485", "issue:44521", "issue:44625", + "issue:44704", "issue:44779", "issue:44829", "issue:44938", "issue:44945", + "issue:44964", "issue:45200", "issue:45216", "issue:45278", - "issue:45446", + "issue:45290", "issue:45478", + "issue:45600", "issue:45753", - "issue:46002", - "issue:46231", + "issue:46172", "issue:46326", - "issue:46328", - "issue:46614" + "issue:46614", + "issue:46762" ], "soft_pairs": [ + "issue:46172|issue:46762", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:39401|issue:44521", "issue:44625|issue:44829", "issue:44360|issue:44485", "issue:43408|issue:43475", "issue:43122|issue:44521", - "issue:43122|issue:46326", "issue:44038|issue:44297", + "issue:43122|issue:46326", "issue:42907|issue:43452", - "issue:39401|issue:46614", "issue:44038|issue:44295", - "issue:43116|issue:45200", "issue:22355|issue:29159", + "issue:39401|issue:46614", "issue:45216|issue:45478", + "issue:43116|issue:45200", "issue:44038|issue:44222", "issue:43824|issue:44351", "issue:43122|issue:44779", @@ -15161,232 +15041,216 @@ "issue:43278|issue:44945", "issue:22355|issue:29127", "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:44188|issue:46328", - "issue:42898|issue:46614", - "issue:43937|issue:44485", - "issue:38617|issue:45278", - "issue:43066|issue:44779", - "issue:43611|issue:46002", - "issue:44355|issue:46231", - "issue:43116|issue:43493", - "issue:43976|issue:45446", - "issue:44038|issue:45478" + "issue:43493|issue:45753" ], - "prepared_review_unit_hash": "81f6ed98edab015bdbdc3c686c92750a6a06d767cf281814bf6b2d6ca7190212", + "prepared_review_unit_hash": "b5f03d1596daec68537631ee40b89697b6a78d125d13f2915f11e1787866499e", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36610, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "soft_pair_count": 30, + "serialized_chars": 36444, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs across tokenizers, imports, save/load, model configs, and training paths. All suggested soft edges look like false positives and should be rejected.", - "confidence": 0.58, - "canonical_issue_reason": "No single issue cleanly covers the whole cluster; issue:43122 is the least-bad anchor because it is the broadest tokenizer-regression report and is closest to several tokenizer-related soft matches.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue:43122 is the best representative of the largest coherent subtheme (v5 tokenizer behavior changes), but it still does not explain the many import, serialization, and training bugs in the set.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: the items span unrelated import errors, tokenizer regressions, multimodal/chat-template bugs, model-specific config issues, and training/runtime problems. None of the soft pairs look like the same underlying bug or a mergeable single fix, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue exists; the issues are not one duplicate set but many distinct bugs across different models, APIs, and failure modes.", + "canonical_pr_reason": "No pull requests in the cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster does not share one concrete code path or root cause.", + "best_pr_reason": "No pull requests in the cluster.", "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Both mention model/training behavior, but one is a config propagation bug and the other is a flash-attention training regression; different code paths." + "reason": "Different model-specific numerical/attention bugs; not the same code path." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Unrelated topics: DSA/ReLU discussion versus GLM-5 RoPE implementation." + "reason": "Save/dequantize failure vs model loading failure; different artifact and runtime paths." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Same SAM 3 area, but one is a warning about model type selection and the other is a missing output attribute; not the same bug." + "reason": "Smollm3 RoPE-layer handling and Qwen3-Next tied-weights warning are unrelated." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Both involve tokenizer/template behavior, but multimodal assistant masks are a separate failure mode from slow/fast tokenizer inconsistencies." + "reason": "Dequantized save bug and GLM-5 GenerationConfig validation are different issues." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Both are tokenizer-related, but this is a mistral_common continue_final_message bug, not the same regression as the v5 tokenizer inconsistency report." + "reason": "Tokenizer-mapping fallback vs AutoProcessor kwargs forwarding; related area, but not the same bug." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "One is a Qwen3-VL-Moe from_pretrained issue; the other is tokenizer save_pretrained metadata mismatch. Different symptoms and code paths." + "reason": "Separate import regressions with different causes and affected symbols." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad upgrade regression are not one concrete defect." + }, + { + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both concern loading/saving, but dequantized save failure and gguf_file from_pretrained breakage are distinct problems." + "reason": "cached_file argument propagation vs chat-template tool-call crash; different code paths." }, { "left": "issue:39401", - "right": "issue:46614", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer-like bugs, but one is Qwen3 offset_mapping and the other is stale espeak language backend state; unrelated internals." + "reason": "Offset mapping bug and assistant_mask bug are distinct tokenizer/template problems." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Different bugs entirely: Qwen3-VL-Moe from_pretrained versus position_ids buffer read behavior." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "One is an example script output issue; the other is a multimodal token-type default/config issue. Not the same underlying bug." + "reason": "DSA indexer/ReLU discussion and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Import failure for transformers.onnx versus tokenizer slow/fast inconsistency; no shared root cause." + "reason": "Both SAM 3 Video related, but warning mismatch vs missing attribute are different failures." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Both involve Qwen3.5, but one is a save_pretrained regression and the other is a from_pretrained/load error on a different model variant." + "reason": "Tokenization-version regression vs multimodal assistant_mask generation; not the same bug." }, { "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention model loading/saving, but FP8 save_pretrained moe and Qwen3-VL-Moe import/runtime errors are different issues." - }, - { - "left": "issue:43824", - "right": "issue:44351", + "right": "issue:44297", "accept": false, - "reason": "Both are import errors, but for different missing symbols and unrelated modules." + "reason": "Qwen3-VL-Moe issue and tokenizer_config class mismatch are different save/load vs model bugs." }, { "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer families and likely different implementations." - }, - { - "left": "issue:42757", - "right": "issue:44351", + "right": "issue:46326", "accept": false, - "reason": "Two import errors, but one is is_offline_mode from huggingface_hub and the other is HybridCache from transformers; unrelated." + "reason": "Both tokenizer-related, but they target different APIs and failure modes." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Tensor/pipeline training bug versus classification example script behavior; no shared code path." + "reason": "Dequantized-save failure and gguf from_pretrained loading failure are unrelated." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both touch distributed/eval behavior, but embedding dtype drift and pipeline-parallel output corruption are different bugs." + "reason": "Different bugs: Qwen3-VL-Moe behavior vs position_ids buffer access." }, { "left": "issue:22355", - "right": "issue:29127", + "right": "issue:29159", "accept": false, - "reason": "Import error for transformers.onnx versus a LayoutLMv3 error-message clarity issue; not duplicates." + "reason": "onnx import error and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Packaging/backend dependency problem versus Python 3.14 load failure; different failure classes." + "reason": "Qwen3 offset mapping and phonemizer language caching are unrelated subsystems." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy versus Qwen3_5 image infinite loop." + "reason": "Both Qwen3.5/version-regression flavored, but save_pretrained checkpoint corruption and from_pretrained error are different code paths." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "torch.compile attention-kernel divergence and numpy-to-list padding inefficiency are unrelated." + "reason": "Example-script multi-label output bug and mm_token_type_ids defaulting are unrelated." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both tokenizer-adjacent, but clean_up_tokenization_spaces behavior and stale phonemizer language state are separate bugs." + "reason": "Qwen3-VL-Moe issue and FP8 save_pretrained bug are separate problems." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "GLM-5-specific, but GenerationConfig validation and RoPE implementation are different root causes." + "reason": "Different missing imports for different classes; not the same import failure." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "A single missing import symbol versus broad import breakage after upgrade; not the same defect." + "reason": "Separate tokenizer regressions affecting different models and behaviors." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is a decoder-type/config issue and the other is incorrect Deepseek tokenization output." + "reason": "Different missing-symbol import errors from different packages/modules." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Model loading with base_model_prefix versus NaNs in classification head initialization; different code paths." + "reason": "Tensor-parallel training bug and classification example empties are unrelated." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Compiled Python file execution errors versus a documentation parameter-name mismatch; no overlap." + "reason": "Eval dtype drift and pipeline-parallel output corruption are different parallelism bugs." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Classification example output bug versus SigLIP2 discrepancy; unrelated subsystems." + "reason": "Module import failure and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Python-version compatibility/load issue versus a flex_attention PyTorch version check bug; different layers of failure." + "reason": "Missing TensorFlow backend in extras and Python 3.14 load failure are different issues." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Same broad Qwen3.5/Moe area, but the concrete problems differ: one is a generic Qwen3-VL-Moe from_pretrained bug, the other a Qwen3.5 Moe from_pretrained regression." + "reason": "SigLIP2 numerical discrepancy and Qwen3_5 infinite loop are unrelated model-specific bugs." } ] }, @@ -15405,53 +15269,54 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:28348", - "issue:33453", - "issue:39401", + "issue:38617", "issue:42222", "issue:42371", "issue:42673", - "issue:42796", + "issue:42898", "issue:43064", "issue:43066", "issue:43116", "issue:43441", + "issue:43493", + "issue:43611", "issue:43618", "issue:43673", "issue:43825", "issue:43827", "issue:43874", "issue:43937", + "issue:43976", "issue:43992", + "issue:44038", "issue:44075", + "issue:44188", "issue:44263", - "issue:44291", - "issue:44380", + "issue:44355", + "issue:44485", "issue:44625", "issue:44704", + "issue:44779", "issue:44936", "issue:44995", - "issue:45071", "issue:45072", "issue:45083", "issue:45092", - "issue:45356", + "issue:45278", "issue:45357", - "issue:45405", "issue:45446", "issue:45478", - "issue:45563", "issue:46002", - "issue:46077", + "issue:46231", "issue:46328", "issue:46614", "issue:46640", - "issue:46655", "issue:46697", "issue:46710", "issue:46752", @@ -15459,6 +15324,16 @@ "issue:46829" ], "soft_pairs": [ + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:43976|issue:45446", "issue:42673|issue:45072", "issue:45357|issue:45478", "issue:44625|issue:46002", @@ -15469,221 +15344,211 @@ "issue:43116|issue:43825", "issue:43992|issue:44704", "issue:43066|issue:46710", - "issue:42222|issue:43441", - "issue:44995|issue:46697", "issue:28348|issue:46640", "issue:44263|issue:46762", + "issue:42222|issue:43441", + "issue:44995|issue:46697", "issue:46614|issue:46752", "issue:45092|issue:46762", "issue:43827|issue:45446", - "issue:43064|issue:43673", - "issue:43937|issue:45563", - "issue:42673|issue:42796", - "issue:33453|issue:39401", - "issue:45356|issue:46614", - "issue:44380|issue:46077", - "issue:43673|issue:46328", - "issue:42673|issue:46655", - "issue:42222|issue:46752", - "issue:45405|issue:45446", - "issue:44291|issue:45071" + "issue:43064|issue:43673" ], - "prepared_review_unit_hash": "4f62c84f2944f7974e2aee32f67151650b639a826780367556692e31d321a253", + "prepared_review_unit_hash": "5f5f832a0070ee76ecf835cf9b90c66942e705842939e46009f1edbcd195f78b", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35350, - "estimated_input_tokens": 8838, - "estimated_eval_tokens": 17932 + "serialized_chars": 35824, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model- and component-specific bugs. I did not find any soft pairs that look like the same underlying issue or change, so I rejected all candidate duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:33453 is the broadest and most generally phrased report in the set ('Regression in tokenizer loading'), making it the best canonical anchor among these mostly unrelated issues.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated v5 regressions, model-specific bugs, tokenizer issues, docs problems, and performance/compatibility reports. All soft-edge duplicate candidates should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest general v5 upgrade regression report in the set, so it is the closest practical anchor, but it does not actually subsume the other bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the clearest high-level issue title and the most reusable representative of the cluster, even though the cluster does not contain true duplicates.", + "best_issue_reason": "Issue 45278 is the best global issue anchor because it is the most umbrella-like report here; still, the cluster is too heterogeneous for a strong canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Different problems: a VRAM leak in Qwen3ForCausalLM vs a dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different bugs: attention-kernel divergence under torch.compile vs a pad() performance/conversion issue." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Both concern Qwen3.5, but one is save_pretrained key handling and the other is a from_pretrained loading error; different code paths." + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are unrelated failure modes." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads after checkout/init." + "reason": "Tokenization-spaces behavior change and stale phonemizer backend state are different tokenizer subsystems." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Different subsystems and failures: qwen3_omni_moe feature-length helper vs flex_attention PyTorch version gating." + "reason": "A specific missing import is not the same as a broad set of import errors after upgrading." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "TF32 behavior settings are unrelated to a missing image-processor method causing multimodal token counting failure." + "reason": "Wrong decoder type in v5 and incorrect DeepSeek tokenizer results are distinct tokenizer bugs." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Both mention output fields, but they affect different model outputs and different assignments; not the same bug." + "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated issues." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling is separate from trainer.evaluate() failing after train()." + "reason": "Compiled-file execution errors and a docs parameter-name mismatch are not the same bug." }, { "left": "issue:43116", - "right": "issue:43825", + "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label classification failure is not the same as a v5 pipeline translation-task error message/docs issue." + "reason": "Example-script empty outputs and SigLIP2 HF/JAX discrepancy are different code paths." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Missing encoder weights on load is different from AutoProcessor failing to forward kwargs to cached_file." + "reason": "Both concern Qwen3.5/Qwen3-VL-Moe, but they are different failures in different loading paths." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer decoder type regression and DeepSeek accuracy regression are different concrete issues." + "reason": "Python version support mismatch and a bad PyTorch version guard are separate compatibility bugs." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Vitpose model breakage and Ministral flash-attention failure are unrelated." + "reason": "A VRAM leak in threaded Qwen3ForCausalLM use is unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Stale indexer cache causing second-forward crashes is unrelated to image over-padding." + "reason": "Incorrect visual encoder keys on save_pretrained and from_pretrained errors are different operations and likely different causes." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "One is a feature request to add Flash Attention 2 support for GPT2; the other is a generic flash-attention issue." + "reason": "num_labels propagation and NaNs in heads are different classification issues." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as numerical differences in Minimax MSA attention." + "reason": "Feature-length helper behavior and an import version check are unrelated." }, { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Stale phonemizer backend state and empty-list apply_chat_template crash are unrelated." + "reason": "TF32 API docs/control guidance and a missing image-patch helper are unrelated." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Meta-initialization incompatibility for InternVL2 is unrelated to Minimax attention numerical discrepancies." + "reason": "Both are output-shape/field regressions, but they affect different models and different output members." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version check bug in flex_attention." + "reason": "SGD arguments being ignored and trainer.evaluate() failing after train() are distinct trainer bugs." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Distributed optimizer-state corruption and missing generation cache during chunked prefill are different bugs." + "reason": "Example multi-label classification failure and a pipeline error-message issue are not the same bug." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Invalid GenerationConfig validation and a stale num_return_sequences warning are different issues." + "reason": "Missing embed_tokens.weight in a model loader and kwargs not forwarded in AutoProcessor are unrelated." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer BPE-marker handling in Ministral." + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different problems." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Both are tokenizer-related, but one is a generic loading regression while the other is a specific offset_mapping bug; not the same underlying issue." + "reason": "A GPT2 flash-attention feature request is not the same as a vague flash-attention issue report." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Tokenizer codec handling regression and stale phonemizer language backend state affect different components and failure modes." + "reason": "torch.split return-value handling and Minimax attention numerical differences are different code paths." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention is a different bug from Gemma4 building causal masks despite bidirectional settings." + "reason": "VitPose breakage and Ministral-3 flash-attention failure are unrelated model-specific bugs." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Generation cache missing in chunked prefill is unrelated to SequenceFeatureExtractor.pad inefficiency." + "reason": "Stale indexer cache on second forward and Swin2SR over-padding are unrelated." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "VRAM leakage in a model forward path is unrelated to incorrect video-processor padding." + "reason": "Stale phonemizer language state and apply_chat_template empty-list crash are unrelated." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Vitpose model breakage is unrelated to an empty-list crash in apply_chat_template." + "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical drift are different regressions." }, { - "left": "issue:45405", + "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "A PEFT version bump/release issue is unrelated to the flex_attention version check bug." + "reason": "Stale pipeline docs and an AuxRequest import version check are unrelated." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Both touch v5-era initialization/type handling, but one is an unexpected _is_hf_initialized argument and the other is PretrainedConfig type checking; different defects." + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache during chunked_prefill are different v5 regressions." } ] }, @@ -15702,69 +15567,78 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42222", - "issue:42371", "issue:42617", - "issue:43066", + "issue:42673", + "issue:42796", "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:44291", + "issue:44380", "issue:44410", "issue:44466", "issue:44484", - "issue:44485", - "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:45356", "issue:45362", - "issue:45478", + "issue:45405", + "issue:45446", "issue:45561", + "issue:45563", "issue:45588", - "issue:45656", "issue:46002", + "issue:46077", "issue:46178", - "issue:46209", "issue:46231", "issue:46298", "issue:46328", "issue:46512", - "issue:46617", - "issue:46762" + "issue:46614", + "issue:46655", + "issue:46752" ], "soft_pairs": [ + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:44466|issue:46002", "issue:39401|issue:44779", "issue:44410|issue:45310", "issue:43937|issue:44977", "issue:45071|issue:46512", - "issue:45341|issue:45561", "issue:45341|issue:46328", + "issue:45341|issue:45561", "issue:44829|issue:45216", "issue:43450|issue:43986", "issue:44117|issue:45081", @@ -15774,228 +15648,211 @@ "issue:43408|issue:43742", "issue:45362|issue:46328", "issue:44877|issue:46231", - "issue:44484|issue:45310", "issue:42222|issue:46178", - "issue:42371|issue:44261", - "issue:39401|issue:46209", - "issue:43937|issue:44496", - "issue:44410|issue:45478", - "issue:42371|issue:46617", - "issue:44261|issue:46762", - "issue:38617|issue:44220", - "issue:44933|issue:45278", - "issue:44075|issue:45656", - "issue:43066|issue:43122", - "issue:44263|issue:44485" + "issue:44484|issue:45310" ], - "prepared_review_unit_hash": "8c6af995ff176fefabf8ea3a342aa80d866841e24ef7d98cbacc348eeba81810", + "prepared_review_unit_hash": "a18d2fe108333f6ed9472850bc200d6fb06062a4d2f83e0691775cf7296189e3", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36325, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated transformers subsystems (tokenizers, model loading, config, training, flash-attn, optimizers, etc.). The soft edges are mostly superficial text similarity and should not be merged.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues: tokenizer regressions, model-loading/import failures, generation/attention bugs, video processor bugs, and a few testing/docs nits. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:33453 is the broadest and most umbrella-like report in the set: a generic tokenizer-loading regression, which makes it the best cluster anchor among otherwise mostly unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:33453 is the most suitable representative issue because it is the most general, regression-oriented tokenizer/loading report and can serve as a triage umbrella better than the more model-specific or narrowly scoped issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Different bugs: VRAM leak in Qwen3ForCausalLM vs tokenizer BPE-marker handling in Ministral." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading failure and the other is incorrect offset_mapping for Qwen3; not the same underlying defect." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error and stale num_return_sequences warning are separate generation-path issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention bugs: GPT2 scaling ignored under SDPA/FlashAttention vs Gemma4 building causal masks when bidirectional attention is requested." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated areas: chunked_prefill cache regression vs SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenizers, but Kimi-K2.5 codec/fix_mistral_regex handling is not the same bug as stale phonemizer language state." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader-threaded causal LM usage is unrelated to video-processor padding shape errors." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty-list apply_chat_template IndexError are unrelated failures." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type-checking are distinct version-regression issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump and flex_attention PyTorch version check are separate dependency/versioning problems." + }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Both are runtime bugs, but one is tokenizer mapping/None handling and the other is a flash_attention integration AttributeError; different code paths and fixes." + "reason": "Tokenizer mapping None-handling is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "One reports inconsistent lm_head serialization/tied weights; the other reports NaNs in classification heads on init. Unrelated symptoms and components." + "reason": "Serialization inconsistency for lm_head.weight is different from NaNs in classification heads after checkout/init." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenization correctness, but Qwen3 offset_mapping and Deepseek v5 tokenization are model-specific bugs with different causes." + "reason": "Both are tokenizer regressions, but the reports describe different observable failures on different models; insufficient evidence they share one root cause." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3next, but one is missing projections in layer 0 while the other is a from_pretrained MoE loading error; not the same underlying bug." + "reason": "Layer 0 missing projections and Qwen3.5 from_pretrained failure are not the same concrete bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are different failure modes in different paths." + "reason": "Invalid GenerationConfig and flash-attention generation failure are different code paths and symptoms." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type-checking regression and stale config.dtype after from_config are distinct config-handling bugs." + "reason": "Type-checking regression in v5.4.0 and stale config.dtype after from_config are separate config issues." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:46328", "accept": false, - "reason": "A testing_utils bug and a pytest-xdist race in captured_info.txt are both test infra issues, but not the same defect." + "reason": "Testing utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:45341", - "right": "issue:46328", + "right": "issue:45561", "accept": false, - "reason": "testing_utils bug vs. SequenceFeatureExtractor.pad performance issue; unrelated functionality and impact." + "reason": "Both touch testing utils, but one is a generic bug and the other is a captured_info.txt race; different underlying fixes." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FA3 training degeneration and Qwen3.5 save_pretrained regression are different code paths and different failure symptoms." + "reason": "Degenerate training under flash_attention_3 and Qwen3.5 save_pretrained checkpoint corruption are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor shape bug vs. AutoProcessor crash without torchvision; related domain, but different root causes and fixes." + "reason": "Incorrect batched video processor shape and missing-torchvision AutoProcessor crash are different video-model issues." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are separate tokenizer-loading failures." + "reason": "TOKENIZER_MAPPING_NAMES None-handling and _patch_mistral_regex backend_tokenizer AttributeError are distinct tokenizer-load failures." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Import errors, but for different symbols and modules: layer_type_validation vs AutoImageProcessor. Not the same missing-export bug." + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Running 3d_parallel.py and a small testing_utils bug are unrelated; no shared code path." + "reason": "Not able to run 3d_parallel.py is unrelated to a testing_utils bug." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior change across v4/v5 and a noisy logging message are unrelated." + "reason": "A tokenizer behavior regression is not the same as a noisy logging message." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3_tracker vs key error loading MobileLLM are different model-loading issues." + "reason": "sam3_tracker/sam3_video type warning and MobileLLM key error are different model-loading problems." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash and a SequenceFeatureExtractor.pad performance complaint are unrelated." + "reason": "Qwen3.5 chat crash is unrelated to a SequenceFeatureExtractor.pad performance issue." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech and a docs/parameter-name mismatch in set_training are different concerns." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; one is a docs/design question, the other a loading bug." + "reason": "Strict granite_speech config loading and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a backend-mapping error for tensorflow_text are different model/backend issues." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 API settings guidance vs MLA q_a_layernorm precision issue; different subsystem and no shared defect." - }, - { - "left": "issue:39401", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer offset mapping bug and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "GenerationConfig validation for GLM-5 and unrecognized model/config.json loading for Olmo-Hybrid are separate load-time errors." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Both reference Qwen3.5 MoE, but missing projections and from_pretrained error are not the same concrete bug." - }, - { - "left": "issue:42371", - "right": "issue:46617", - "accept": false, - "reason": "TF32 API settings issue and trust_remote_code cache FileNotFoundError are unrelated." - }, - { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "MLA layernorm epsilon precision bug and Minimax attention numerical differences are both numerical, but clearly different implementations and failures." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for a missing configuration symbol vs _torch_extract_fbank_features bug; unrelated code paths." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but image_utils nonexistent import and many import errors after upgrade are too broad to be the same concrete issue." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "SGD args not used and optimizer step called twice under deepspeed are different optimizer bugs." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Wrong tokenizer decoder type and tokenization changes across versions are related to tokenizers generally, but not the same bug." + "reason": "Vitpose breakage and BACKENDS_MAPPING tensorflow_text validation are separate issues." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer and GLM-5 RoPE implementation are different low-level issues." + "reason": "save_pretrained shard-size question and Qwen3.5 from_pretrained error are unrelated." } ] }, @@ -16014,68 +15871,80 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:27957", "issue:38617", + "issue:39401", "issue:41628", "issue:42222", - "issue:42757", + "issue:42371", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43352", "issue:43441", "issue:43452", - "issue:43531", "issue:43577", "issue:43673", "issue:43874", "issue:43931", + "issue:43937", "issue:43986", "issue:44038", - "issue:44117", + "issue:44075", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", "issue:44360", "issue:44410", "issue:44483", "issue:44484", "issue:44485", "issue:44493", + "issue:44496", "issue:44829", "issue:44933", - "issue:44987", "issue:45003", "issue:45071", + "issue:45278", "issue:45341", - "issue:45372", - "issue:45375", - "issue:45440", "issue:45464", "issue:45478", "issue:45542", - "issue:45588", + "issue:45656", "issue:45753", - "issue:46050", - "issue:46123", "issue:46172", + "issue:46209", "issue:46231", - "issue:46369" + "issue:46369", + "issue:46617", + "issue:46762" ], "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44933|issue:45278", + "issue:44263|issue:44485", + "issue:43066|issue:43122", "issue:43097|issue:44493", "issue:43673|issue:45341", "issue:41628|issue:45071", "issue:43931|issue:44410", "issue:42222|issue:45542", "issue:45071|issue:45542", - "issue:44484|issue:45478", "issue:44483|issue:45464", + "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43874|issue:44261", @@ -16088,253 +15957,228 @@ "issue:43986|issue:45341", "issue:44933|issue:46231", "issue:44261|issue:44485", - "issue:45753|issue:46369", - "issue:44117|issue:44987", - "issue:43874|issue:44263", - "issue:43531|issue:45341", - "issue:45440|issue:46172", - "issue:43673|issue:46123", - "issue:43097|issue:45588", - "issue:38617|issue:42757", - "issue:43064|issue:44315", - "issue:44038|issue:44410", - "issue:44410|issue:45375", - "issue:43097|issue:46050", - "issue:43986|issue:45372", - "issue:43986|issue:44484" + "issue:45753|issue:46369" ], - "prepared_review_unit_hash": "4722c8e7cffc87a11ebcf6d782d862019f734cbee8d7377e26ae74cc61e97b8e", + "prepared_review_unit_hash": "a63f3052740c41f2323381302d6f7be9249b2dc66721411f28e36d985c660e29", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37101, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft edges connect broadly similar symptom classes (imports, model loading, FlashAttention, multimodal regressions) but not the same underlying bug or change. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.27, - "canonical_issue_reason": "Issue 43097 is the broadest and most centrally connected regression report in the set, but the cluster does not actually collapse into one duplicate issue; it is just the least-specific representative.", + "summary": "This cluster is very heterogeneous: most items are unrelated model-specific regressions, import errors, tokenizer changes, or optimizer/API issues. There is no strong duplicate core; at best, a few issues loosely overlap around v5 regressions and import/load breakage, but not the same underlying bug.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, covering multiple import failures after upgrading to 5.5.0, so it is the closest thing to a cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the best representative because it sits closest to multiple other v5-regression-style reports and has the broadest framing, even though the underlying issues are distinct.", + "best_issue_reason": "issue:45278 is the most general and likely to attract related regression reports, but it still does not represent the many unrelated model/runtime bugs in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Both mention v5-era breakage around model internals, but one is about removed tie-embedding behavior and the other about unexpected position-id keys; different bugs." + "reason": "Both mention precision-related behavior, but one is TF32 API guidance and the other is an MLA layernorm epsilon bug; different code paths and symptoms." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Generation cache/chunked_prefill behavior is unrelated to a testing_utils bug; no shared code-path." + "reason": "GLM-5 generation config validation and an unrecognized-model config error for OLMo are different loading/validation failures." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Both are import/type-related regressions, but one is missing AutoImageProcessor and the other is PreTrainedConfig type checking; different failure modes." + "reason": "Tokenizer offset_mapping bugs and FP8 inference failures on B200 are unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen variants, but one is a weight-shape load mismatch and the other is missing projections in a specific layer; not the same bug." + "reason": "Missing projections in qwen3next and a Qwen3.5 MoE from_pretrained error are different model-loading/code-path problems." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "A broken vitpose model namespace is unrelated to a TensorFlow backend dependency error." + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "PreTrainedConfig typing regression and undefined tf backend error are separate issues." + "reason": "Both involve numerical differences, but they affect different models and implementations; not the same bug." }, { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "One is about save_pretrained shard sizing, the other is a from_pretrained error for Qwen3.5 MoE; different code paths." - }, - { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Both hit chat/completions, but one is a general API acceptance regression and the other is a streaming inference failure on Qwen3.5-0.8B; not the same root cause." + "reason": "An ImportError for layer_type_validation and an audio feature extraction issue are not the same underlying failure." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different model families and different tensor operations; no evidence they are the same defect." + "reason": "SGD argument handling and double optimizer-step calls with deepspeed are distinct optimizer bugs." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Both involve DSA-style logic, but one is about a missing ReLU in the indexer and the other is a DeepSeek-V4 comb transpose; not duplicates." + "reason": "Both are import-related, but one is a specific nonexistent import and the other is a broad upgrade regression; not one concrete duplicate bug." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "An image-patch-count helper missing versus an rms_norm_eps precision issue are unrelated." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation details." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "A PyTorch bfloat16 compilation warning is not the same as Blip2 dtype fields staying float32." + "reason": "Both are tokenizer regressions in v5, but one is decoder type selection and the other is changed tokenization output; too broad to merge as the same bug." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Both mention FlashAttention 2 support, but for different models and different implementation gaps." + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different config/serialization regressions." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Qwen3-VL weight loading and Qwen3-VL-Moe bugs are different model-specific failures." + "reason": "Generation cache handling during chunked_prefill and a testing_utils bug are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Both are FlashAttention-related regressions, but one is a model-support issue and the other is degenerate training with FA3; different concrete bugs." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are unrelated." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Tie-embedding removal and gguf_file tokenizer/model loading failures do not share a specific code path." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model architecture/load issues." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + "reason": "VitPose breakage and a TensorFlow/tensorboard backend error are unrelated." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "AutoProcessor/torchvision crash and testing_utils bug have no common root cause." + "reason": "PreTrainedConfig typing regression and undefined tf backend behavior are unrelated." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "An image_utils import error and a documentation parameter-name mismatch are not the same issue." + "reason": "A generic chat/completions API rejection and a streaming inference failure on Qwen3.5 are not the same concrete bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "A missing config field for MLA normalization and a GLM-5 RoPE implementation discussion are different defects." + "reason": "max_shard_size semantics and a Qwen3.5 MoE load error are unrelated." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "An infinite-loop generation bug for a specific image and a memory overflow in sam3-litetext are distinct runtime failures." + "reason": "Different model internals: GlmMoeDsaIndexer split behavior vs deepseek-v4 dtype/transpose handling." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and a model-loading failure in transformers>=5.1.0 are not the same bug." + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 dtype transpose issue are unrelated." }, { "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Missing get_number_of_image_patches and torch.split return values are unrelated implementation bugs." - }, - { - "left": "issue:43531", - "right": "issue:45341", + "right": "issue:44261", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not overlap in code path." + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are both attribute/config gaps, but for different models and code paths." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "DeepseekV3MoE divergence and a DeepSeek-V4 comb transpose issue are different model/version problems." + "reason": "A PyTorch warning about float32 precision and a Blip2 dtype-loading mismatch are not the same bug." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + "reason": "Both concern Flash Attention 2 support, but one is XLMRoberta support and the other is NemotronHForCausalLM not supporting it yet; different model-specific issues." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Tie-embedding removal and a flash_attention.py crash on s_aux=None are separate failures." + "reason": "Both involve Qwen3-VL family loading problems, but the symptoms and code paths differ materially." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Both are import errors, but from different packages and different symbols; not the same underlying breakage." + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different issues." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training-path issues." + "reason": "A config API removal and a gguf_file/from_pretrained failure are unrelated." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Two Qwen3-related reports, but one is a v5 bug report and the other is missing layer projections; no shared root cause." + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Missing qkv/gate projections and a missing deepstack_visual_indexes config field are not the same defect." + "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "A v5 tie-embedding API removal complaint and a quantized-model save/load breakage are unrelated." + "reason": "A missing import from image_utils and a documentation parameter-name mismatch are unrelated." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Both are processor/loading failures, but one is missing torchvision and the other is a mistral_common import regression; different causes." + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct model bugs." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "AutoProcessor torchvision dependency failure and max_shard_size behavior are unrelated." + "reason": "A Qwen3_5 infinite-loop image bug and sam3-litetext memory overflow are unrelated." } ] }, @@ -16353,48 +16197,48 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:36683", "issue:38617", + "issue:42757", "issue:42890", "issue:42907", "issue:43012", - "issue:43066", + "issue:43064", "issue:43097", - "issue:43208", - "issue:43352", "issue:43502", - "issue:43550", - "issue:43582", - "issue:43825", + "issue:43531", + "issue:43673", "issue:43873", - "issue:43906", - "issue:43976", + "issue:43874", "issue:43986", "issue:43992", + "issue:44038", "issue:44062", - "issue:44077", "issue:44117", - "issue:44162", - "issue:44222", + "issue:44263", + "issue:44315", "issue:44351", - "issue:44368", "issue:44380", + "issue:44410", "issue:44484", "issue:44655", "issue:44704", "issue:44936", "issue:44938", + "issue:44987", "issue:45103", - "issue:45478", - "issue:45584", - "issue:45712", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", "issue:45753", - "issue:46132", + "issue:46050", + "issue:46123", "issue:46172", "issue:46178", "issue:46298", @@ -16408,6 +16252,19 @@ "issue:46821" ], "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44038|issue:44410", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43986|issue:44484", "issue:46655|issue:46664", "issue:42890|issue:46298", "issue:46298|issue:46752", @@ -16424,250 +16281,216 @@ "issue:44938|issue:46178", "issue:43986|issue:44117", "issue:42907|issue:44655", - "issue:42907|issue:45753", - "issue:43825|issue:44655", - "issue:43208|issue:43550", - "issue:43012|issue:43550", - "issue:45712|issue:46298", - "issue:43992|issue:44484", - "issue:43012|issue:44368", - "issue:43066|issue:43906", - "issue:43352|issue:43976", - "issue:43352|issue:44380", - "issue:43097|issue:46298", - "issue:44162|issue:46172", - "issue:45584|issue:46365", - "issue:44380|issue:46132", - "issue:44077|issue:46365", - "issue:44222|issue:45478", - "issue:36683|issue:43582" + "issue:42907|issue:45753" ], - "prepared_review_unit_hash": "7374bcff7a4ec91a863658c9b764de73575054438abf1dc70339228757ecfb3b", + "prepared_review_unit_hash": "e2d29e73ccd1e32c95e3424524d8b6d79614f55b8fd4625fef8f5ba6d66f571e", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37323, - "estimated_input_tokens": 9331, - "estimated_eval_tokens": 18918 + "soft_pair_count": 30, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly between superficially similar but distinct issues; I would reject all candidate merges. For a canonical anchor, issue 46655 is the clearest concrete bug report in the set.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 46655 is a concrete, reproducible bug report with a specific failure mode in the SmolVLM video processor, making it the best duplicate anchor among this set.", + "summary": "This cluster is a heterogeneous mix of mostly unrelated Transformers bug reports and regressions. A few items touch the same broad subsystem (loading, multimodal processors, save/load, generation), but none of the soft pairs look like the same underlying issue tightly enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue emerges; the items span distinct bugs, models, and failure modes rather than one duplicated report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46655 is the most actionable standalone bug here: specific subsystem, explicit symptom, and enough detail to serve as a stable reference point.", + "best_issue_reason": "Issue 43502 is a clean, reproducible regression report with a clear symptom and expectation, so it is a strong standalone tracker even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading/from_pretrained failures, but one is a tokenizer mapping None bug and the other is a model-specific load failure for physical-intelligence/fast; different root causes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs in different models: missing image-patch API vs a torch.split return-value issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Both mention bugs, but one is a Qwen3-MoE sliding_window problem and the other is a testing_utils bug; no shared code-path evidence." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3 MoE divergence and deepseek-v4 tensor transpose issue are separate model implementation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "One is GenerationMixin cache missing during chunked_prefill; the other is MaskGenerationPipeline dropping a final batch. Different generation subsystems." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal in v5 and a flash_attention crash on s_aux=None are unrelated changes in different paths." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols and different modules; no shared fix surface." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are distinct training-flow issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both concern Qwen3 variants, but one is a general transformers 5.0 bug report and the other is missing attention projections in layer 0; not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3-family model config/architecture issues, but they affect different fields and model variants." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Save/load with quantized sinq models is unrelated to the tie_embeddings_and_encoder_decoder removal issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different processor-loading failures with different missing dependencies/symbols and different model families." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "One is a missing torchvision-related video processor crash; the other is a question about the default max_shard_size in save_pretrained." + }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Related model area, but different bugs: padding calculation vs inconsistent num_frames semantics." + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; related area, different underlying issue." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Unrelated problems: test seeding flakiness vs a noisy logging message." + "reason": "A flaky test lacking set_seed and a noisy logging message are not the same bug." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "No shared underlying bug; logging noise and empty-list chat template crash are different." + "reason": "Noisy logging and apply_chat_template IndexError on empty list are unrelated." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Same model family only; one is a dtype/transpose bug, the other an accuracy regression after upgrade." + "reason": "DeepSeek-V4 tensor dtype/transpose bug and DeepSeek-R1-Distill accuracy regression are different problems." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they miss different symbols and likely stem from different causes." + "reason": "Both are import-related, but one is a missing configuration_utils symbol and the other is a missing top-level HybridCache export; separate fixes." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different areas and symptoms; v5 API removal warning is not the same as quantization offloading failure." + "reason": "Tie-embeddings removal and offloading with quantization are different training/loading behaviors." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "Unrelated: a PyTorch precision warning versus an AttributeError on window_size." + "reason": "bfloat16 compile warning and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Both tokenizer-related, but one is an AddedToken constructor conflict and the other is a mapping/None handling bug." + "reason": "AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading failures." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Different code paths entirely: tokenizer mapping vs image-text pipeline generation failure." + "reason": "Both involve loading/processor flows, but one is tokenizer mapping and the other is a DiffusionGemma pipeline output issue." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Both involve loading, but one leaks network requests under local_files_only and the other misses embed_tokens weights." + "reason": "local_files_only unexpectedly hitting API and UMT5Encoder missing embed_tokens.weight are different save/load issues." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Training/evaluation state bug versus an import-time Trainer failure from an unrelated dependency issue." + "reason": "trainer.evaluate failing after train and inability to import Trainer until uninstalling datasets are separate failure modes." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different layers: cached_file kwargs forwarding vs docstring processing crashing on future annotations." + "reason": "AutoProcessor kwargs propagation and auto_docstring crashing with future annotations are unrelated code paths." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Different concrete bugs: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization recompilation." + "reason": "GPT2 attention scaling being ignored and chunked_prefill causing recompilation are different execution-path regressions." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is unrelated to a backend name validation error." + "reason": "Python 3.14 import failure and tensorflow_text backend mapping error are separate compatibility issues." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model/torchvision crash and tokenizer mapping None are unrelated failures." + "reason": "Missing torchvision for video models and TOKENIZER_MAPPING_NAMES returning None do not share a concrete underlying bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both touch saving, but one is dequantized model saving and the other is pipeline serialization." + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both about persistence, but they are different object types and failure mechanisms." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Different bugs in different subsystems: saving dequantized models vs image-triggered infinite loop." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Documentation/error-message issue versus save_pretrained pipeline serialization bug." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "Unrelated model-specific training bugs; no shared code path." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "A compile-time warning and an SDPA compile failure are different symptoms and fixes." - }, - { - "left": "issue:45712", - "right": "issue:46298", - "accept": false, - "reason": "Repo hygiene/dummy class leak is unrelated to a logging message." - }, - { - "left": "issue:43992", - "right": "issue:44484", - "accept": false, - "reason": "Both involve save/load sizing, but shard-size policy and missing weights are different issues." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "Unrelated warning types: float32 precision warning versus tie_word_embeddings notice." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "A tokenizer decoder type bug is not the same as an isolated reproduction of another issue." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Different failures: FlashAttention support gate vs Python-version compatibility." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Different model/backend bugs; no concrete shared fix." - }, - { - "left": "issue:43097", - "right": "issue:46298", - "accept": false, - "reason": "API removal warning and noisy logging are unrelated." - }, - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "Different model families and failure modes; not the same bug." - }, - { - "left": "issue:45584", - "right": "issue:46365", - "accept": false, - "reason": "Empty transcription crash is unrelated to Trainer import issues." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "Attention scaling ignored in backends is a different bug from register() changing function behavior." - }, - { - "left": "issue:44077", - "right": "issue:46365", - "accept": false, - "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "Both mention MoE models, but one is FP8 save_pretrained and the other is a from_pretrained loading error." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError are unrelated bugs." + "reason": "Dequantized save failure and Qwen3_5 infinite loop on a specific image are unrelated model/runtime bugs." } ] }, @@ -16686,14 +16509,11 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:29870", - "issue:36010", - "issue:36296", "issue:36683", "issue:38617", "issue:42175", @@ -16702,312 +16522,293 @@ "issue:42994", "issue:43012", "issue:43064", + "issue:43066", + "issue:43097", "issue:43208", "issue:43299", "issue:43352", - "issue:43475", "issue:43502", - "issue:43525", "issue:43526", - "issue:43611", + "issue:43550", + "issue:43582", "issue:43618", "issue:43756", "issue:43761", "issue:43824", + "issue:43825", "issue:43867", - "issue:43901", - "issue:43937", + "issue:43906", "issue:43976", "issue:43992", "issue:44038", "issue:44077", + "issue:44162", + "issue:44222", "issue:44230", + "issue:44368", "issue:44380", "issue:44483", + "issue:44484", "issue:44485", - "issue:44492", "issue:44514", "issue:44625", "issue:44655", - "issue:44938", - "issue:45216", - "issue:45276", - "issue:45310", + "issue:45478", "issue:45479", - "issue:46077", - "issue:46082", - "issue:46365", - "issue:46369", - "issue:46829" + "issue:45584", + "issue:45712", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" ], "soft_pairs": [ + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", "issue:44380|issue:45479", "issue:42175|issue:46365", - "issue:43064|issue:44380", "issue:42757|issue:43824", + "issue:43064|issue:44380", "issue:42490|issue:43012", "issue:43208|issue:43526", "issue:44483|issue:44514", - "issue:43618|issue:44380", "issue:38617|issue:43502", + "issue:43618|issue:44380", "issue:44038|issue:44230", "issue:43618|issue:43761", - "issue:42994|issue:44655", "issue:43756|issue:44485", + "issue:42994|issue:44655", "issue:43299|issue:43867", - "issue:44625|issue:46365", - "issue:45276|issue:46077", - "issue:36683|issue:43475", - "issue:36010|issue:42757", - "issue:44483|issue:46369", - "issue:43352|issue:43937", - "issue:43611|issue:44655", - "issue:43901|issue:44655", - "issue:36683|issue:44077", - "issue:43976|issue:44938", - "issue:43867|issue:45216", - "issue:44625|issue:46077", - "issue:46077|issue:46082", - "issue:43208|issue:46829", - "issue:43618|issue:45216", - "issue:36683|issue:43525", - "issue:36683|issue:44625", - "issue:29870|issue:36296", - "issue:43992|issue:45310", - "issue:43064|issue:44492" + "issue:44625|issue:46365" ], - "prepared_review_unit_hash": "28e818b0f02eaa94816792cccdac7f4fb4f68e1d7b8ec138f304f7ec508d56c3", + "prepared_review_unit_hash": "01083f23956bda95ca0a22197b98d57e6a9de7c3a3ecb2f65a1483eecfd30b4f", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37691, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a broad mix of unrelated Transformers issues (imports, model-specific regressions, config bugs, packaging, saving/loading, and attention/masking problems). No soft pair looks like the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "This cluster does not look like one duplicate set: the items span unrelated import errors, model-specific regressions, warnings, and packaging/dependency issues. None of the suggested soft edges appears to describe the same underlying bug or change.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Different bugs: GPT2 attention scaling under SDPA/FlashAttention vs zero-loss classification behavior across sequence-classification models." - }, - { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Packaging/backend install issue is unrelated to Trainer import failure caused by datasets masking the import path." + "reason": "Both involve user-facing errors, but one is about pipeline task support in v5 and the other is about saving Pipeline objects; different code paths." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Different subsystems: FSDP2/PEFT optimizer-state corruption vs attention scaling config being ignored." + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are unrelated model-specific regressions." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Both are import errors, but for different symbols and packages; not the same underlying failure." + "reason": "Left is leftover dummy classes leaking into imports; right is a noisy logging message. Different maintenance problems." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to bf16 compile-time PyTorch precision warnings." + "reason": "A bfloat16 precision warning is not the same as a model compile failure under SDPA." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label-reduction bug are unrelated." + "reason": "Both mention warnings, but the causes differ: PyTorch precision warning versus tie_word_embeddings config warning." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Chat/completions request handling failure is different from Qwen2_5_VLProcessor batched template crash." + "reason": "UMT5Encoder missing weights on load and save_pretrained max shard size are separate save/load concerns." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "CLIP output attentions missing is a different regression than GPT2 attention scaling under specific backends." + "reason": "Flash Attention support for a model and a Python version compatibility issue are unrelated." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Missing configuration_utils import symbol and local_files_only still making network calls are different code paths." + "reason": "No clear shared bug: wrong tokenizer decoder type versus an isolated reproduction of another issue." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "One is a loading bug for Qwen3-VL-Moe; the other is a request for fp8 support/inference capability." + "reason": "Both touch attention/backends, but one is a model not supporting FA2 and the other is GPT2 attention scaling being ignored." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Both concern CLIP outputs, but one is missing attentions while the other is missing hidden_states; distinct regressions." + "reason": "Removal of a config attribute and a noisy log message are different categories of issues." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Quantized model saving failure is unrelated to inability to save Pipeline objects." + "reason": "ESM2 breakage and a deepseek-v4 tensor transpose issue are unrelated model-specific failures." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Smollm3 RoPE layer-count bug and GLM-5 RoPE implementation discussion are not the same concrete defect." + "reason": "Whisper generation on empty transcription and Trainer import being blocked by datasets are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Qwen3VL-Moe loading regression and state_dict-sorted load error are different loading problems." + "reason": "Both mention attention, but one is backend attention scaling and the other is a behavioral change in AttentionInterface.register." }, { - "left": "issue:44625", + "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to Trainer import failing because of datasets." + "reason": "PatchTSMixer post_init validation and a Trainer import conflict are unrelated." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Gemma4 token-embedding resize issue is different from bidirectional attention mask construction." + "reason": "Both involve MoE/quantization, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:36683", - "right": "issue:43475", + "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Different missing imports from different modules and versions; not a single duplicate issue." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and a degenerate classification loss are different bugs." }, { - "left": "issue:44483", - "right": "issue:46369", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "API request rejection and model memory overflow are different failure modes." + "reason": "TensorFlow backend installation mismatch and Trainer import failure due to datasets are separate dependency issues." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Flash Attention support limitation for NemotronH is unrelated to GLM-5 GenerationConfig validation failure." + "reason": "Two import errors, but they concern different missing symbols from different packages and likely different root causes." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to saving Pipeline objects." + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling are unrelated training vs inference-path bugs." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as a save_pretrained pipeline bug." + "reason": "A local-path trailing-slash import warning and a bfloat16 compile warning are not the same issue." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Gemma3Config vocab_size attribute bug and patchtsmixer post_init validation are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction behavior are unrelated." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Python version compatibility failures at different versions are not the same issue." + "reason": "A chat/completions API rejection and a batched processor crash are both request-handling issues, but they affect different layers and failure modes." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Sorted state_dict load error and Qwen3.5 checkpoint-save regression are distinct save/load problems." + "reason": "An import error for a missing helper and local_files_only still making API requests are unrelated." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "num_labels propagation bug is unrelated to Gemma4 bidirectional attention masking." + "reason": "Both involve attention behavior, but one is CLIP attentions output being absent and the other is GPT2 attention scaling being ignored." }, { - "left": "issue:46077", - "right": "issue:46082", - "accept": false, - "reason": "One is attention-mask semantics; the other is config validation for explicit head_dim." - }, - { - "left": "issue:43208", - "right": "issue:46829", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "xLSTM training blockers and VideoPrism output field mismatch are unrelated." + "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression in transformers 5.0 and the other is FP8 inference support." }, { "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression do not share the same code path." - }, - { - "left": "issue:36683", - "right": "issue:43525", + "right": "issue:43761", "accept": false, - "reason": "Different missing config attributes in different model families." + "reason": "CLIP attentions missing and CLIPVisionModel hidden_states missing are related only by model family; they are different output fields and bugs." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Gemma3 vocab_size issue is unrelated to Qwen3.5 num_labels propagation." + "reason": "Both mention RoPE, but they are for different models and different implementation problems." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Bart generate decoder_attention_mask unbound error is unrelated to tensor-parallel training bugs." + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are separate serialization issues." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 from_pretrained failure are different loading bugs." + "reason": "Qwen3VL-Moe loading regression and a generic load error when state_dict is sorted do not match as the same bug." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Optimizer-state corruption under FSDP2 has nothing to do with a cache-strategy typo." + "reason": "Propagation of num_labels in Qwen3.5 is unrelated to a Trainer import conflict caused by datasets." } ] }, @@ -17026,293 +16827,328 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:28282", "issue:29870", "issue:33453", + "issue:36010", "issue:36296", "issue:36683", "issue:41669", + "issue:42757", "issue:42890", - "issue:42898", "issue:43010", "issue:43064", - "issue:43502", + "issue:43208", + "issue:43352", + "issue:43475", + "issue:43525", "issue:43575", + "issue:43611", "issue:43618", - "issue:43723", "issue:43867", + "issue:43901", + "issue:43937", "issue:43976", "issue:43992", - "issue:44062", "issue:44075", "issue:44077", - "issue:44112", - "issue:44222", "issue:44246", "issue:44355", - "issue:44360", - "issue:44387", - "issue:44556", - "issue:44734", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", "issue:44855", "issue:44908", "issue:44938", - "issue:44964", "issue:45071", - "issue:45125", + "issue:45216", + "issue:45276", "issue:45278", - "issue:45357", + "issue:45310", "issue:45375", - "issue:45440", - "issue:45478", "issue:45561", - "issue:45600", "issue:45850", + "issue:46077", + "issue:46082", "issue:46202", - "issue:46285", "issue:46365", - "issue:46617", - "issue:46664", + "issue:46369", + "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:44483|issue:46369", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43992|issue:45310", "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:44908|issue:46851", "issue:29870|issue:33453", "issue:44355|issue:44855", "issue:44938|issue:45071", - "issue:36683|issue:43064", "issue:43867|issue:46202", + "issue:36683|issue:43064", "issue:43867|issue:45375", "issue:42890|issue:45561", "issue:41669|issue:44246", "issue:43010|issue:45850", "issue:36296|issue:43575", - "issue:43618|issue:44077", "issue:43010|issue:43976", - "issue:43992|issue:45478", - "issue:43867|issue:45357", - "issue:28282|issue:33453", - "issue:43618|issue:46285", - "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:44734|issue:46617", - "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:44222|issue:45125" + "issue:43618|issue:44077" ], - "prepared_review_unit_hash": "35fb60cdd7c65f6d53b69e640733d257cac1b0556ff00649e7a8136067862909", + "prepared_review_unit_hash": "8f231cc51a5db70d901f45acb4bb31eb852a9ac32f5fe93398768c45896a9ace", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36069, - "estimated_input_tokens": 9018, - "estimated_eval_tokens": 18292 + "soft_pair_count": 34, + "serialized_chars": 37511, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the soft-similarity pairs do not look like the same underlying bug/change and should not be merged. The broadest representative issue is the version-upgrade regression report about many import errors.", - "confidence": 0.55, - "canonical_issue_reason": "issue:45278 is the most representative broad regression report in the set: it covers many import failures after upgrading from 4.57.0 to 5.5.0, which matches the cluster\u2019s general theme of v5 breakages better than the narrow model- or subsystem-specific reports.", + "summary": "This cluster is noisy and mostly contains unrelated model-specific regressions, import failures, and environment/version-compatibility issues. The broadest representative issue is the 5.5.0 upgrade/import-regression report, but the soft pairs do not look like true duplicates of one another.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest and most cluster-representative report: a 4.57.0->5.5.0 upgrade causing many import errors. Most other items are narrower per-model or per-environment bugs, so this is the best anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone issue to anchor the cluster because it is concrete, recent, and broad enough to summarize the shared \u2018v5 upgrade broke many things\u2019 pattern without being overly model-specific.", + "best_issue_reason": "issue:45278 is the most generally applicable user-facing regression in the set and the clearest summary of the cluster\u2019s import-breakage theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both are v5-related regressions, but one is about cache/layer update decorators and the other is a broad import-error regression; different code paths and fixes." + "reason": "Both are Gemma4 issues, but one is embedding-resize behavior and the other is bidirectional attention masking; different code paths and fixes." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "SGD optimizer args being ignored is unrelated to importing Trainer being blocked by datasets import behavior." + "reason": "Different models and different missing attributes (`vocab_size` vs `fpn_position_embeddings`), so not the same bug." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both mention input/shape handling in training, but one is a scheduler kwargs bug and the other is a variable-length position_ids issue; not the same bug." + "reason": "Both are import errors, but they concern different symbols from different modules and likely different dependency regressions." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44483", + "right": "issue:46369", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to a tokenizer-loading regression." + "reason": "One is a chat/completions request rejection issue; the other is an import conflict with `datasets`. No shared underlying bug." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Compiled Python import errors and DebertaV2Model indentation/script parsing failures are different failure modes with different fixes." + "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated failures." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading with `base_model_prefix` and saving Pipeline objects are different APIs and different failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are unrelated compatibility issues." + "reason": "Docs mismatch for `return_all_scores` is not the same as pipeline save/load failure." }, { "left": "issue:36683", - "right": "issue:43064", + "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and FSDP2/PEFT optimizer-state corruption are distinct bugs in different parts of the stack." + "reason": "Gemma3 missing `vocab_size` and patchtsmixer `post_init` policy are unrelated config issues." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "State_dict sorting load failure is unrelated to Gemma pipeline roundtrip behavior." + "reason": "Both are Python-version compatibility problems, but they affect different versions and likely different root causes." }, { "left": "issue:43867", - "right": "issue:45375", + "right": "issue:45216", "accept": false, - "reason": "Model loading keyed by state_dict order and Qwen3.5 vision config field dropping are different config/load paths." + "reason": "A sorted-state-dict load error is not the same as a broken Qwen3.5 checkpoint saved by `save_pretrained`." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Missing set_seed in SAM HQ tests causing flakiness is unrelated to xdist races on captured_info.txt." + "reason": "`num_labels` propagation in Qwen3.5 and Gemma4 attention-mask construction are unrelated bugs." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Removing import * for faster imports and intermittent slow import transformers are related only at a very broad import-performance level, not the same fix." + "reason": "Different models and different issues: attention masking versus head-dimension validation." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "A specific no_grad decoration bug is not the same as a generic complaint that v5 breaks too many models." + "reason": "CLIP attentions output regression and Qwen3.5 checkpoint-saving regression are separate code paths." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43208", + "right": "issue:46829", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM under tp are different issues even if both involve tensor parallelism." + "reason": "xLSTM training bugs and VideoPrism hidden-state output mismatch are unrelated." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "CLIPOutput attentions missing and patchtsmixer post_init allowance are unrelated model API issues." + "reason": "Missing `vocab_size` in Gemma3Config and missing `pad_token_id` in Llama4Config are different model/config bugs." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different missing/propagation fields in different model families; not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate-time `decoder_attention_mask` bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Cache/layer no_grad decoration and Python 3.9+ / 5.1.0 compatibility are different regressions." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." }, { "left": "issue:43992", - "right": "issue:45478", + "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are model-specific loading bugs with different root causes." + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` error are different loading bugs." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "State_dict ordering load failure and incorrect visual encoder keys on save_pretrained are separate serialization problems." + "reason": "Cache `update()` no-grad semantics and broad import errors after upgrade are different problems." }, { - "left": "issue:28282", + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored is unrelated to a `Trainer` import conflict caused by `datasets`." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being dropped and Qwen3.5 variable-length position_ids handling are unrelated." + }, + { + "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency error and tokenizer-loading regression are unrelated import/load failures." + "reason": "Bart generate mask bug and tokenizer-loading regression are different failure modes." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Missing attentions assignment in CLIPOutput and CLIP text-model structure inconsistency are different CLIP API changes." + "reason": "Both involve Python/import problems, but one is compiled-file handling and the other is `torch.jit.script` parsing with comments; not the same bug." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3 implementation divergence." + "reason": "Python 3.14 loading failure and `PretrainedConfig` type-checking breakage are distinct regressions." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Seed-related test flakiness and Phi-4 multimodal model loading are unrelated." + "reason": "Sorted state-dict loading and Gemma pipeline roundtrip failure are unrelated serialization bugs." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "SAM HQ test seed flakiness and GraniteSpeech stale device override CI failure are separate test issues." + "reason": "Gemma3 config attribute loss and FSDP2 optimizer-state corruption are unrelated." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Test seeding flakiness is unrelated to auto_mappings references to removed configs." + "reason": "A load-order/state-dict issue is not the same as a silently dropped config field in Qwen3.5 vision config." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Tokenizer cleanup-space behavior change and SmolVLM num_frames semantics are unrelated API changes." + "reason": "Test flakiness from missing seeds and xdist worker file races are different test infrastructure problems." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "local_files_only still triggering API requests and AddedToken receiving duplicate special kwargs are different tokenizer/network bugs." + "reason": "Import-* cleanup causing slower import and intermittent slow imports may be related in theme, but the reports do not point to the same concrete root cause." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "KV cache continuation indexing crash in transformers serve and trust_remote_code cache FileNotFoundError are different loading/runtime paths." + "reason": "Cache no-grad decoration and a vague \"breaks too many models\" report are not the same bug." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload incompatibility after upgrading from v4.57 are related only at the broad version-change level, not the same concrete bug." + "reason": "Tensor-parallel training bug and TP causing OOM on model load are not the same underlying issue." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "int4 quantization CUDA reserved-memory/OOM is unrelated to checkpoint reload failures after version upgrade." + "reason": "No-grad cache updates and Python-version compatibility are unrelated." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "FP8 save_pretrained on moe models and missing _tp_plan for Qwen3_5MoeForConditionalGeneration are distinct tensor-parallel/serialization issues." + "reason": "CLIP output regression and patchtsmixer post-init policy are unrelated model-specific issues." } ] }, @@ -17331,60 +17167,75 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ + "issue:28282", "issue:29870", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:38617", - "issue:41628", "issue:42548", - "issue:42757", + "issue:42890", + "issue:42898", "issue:43010", "issue:43065", "issue:43232", "issue:43299", - "issue:43475", "issue:43502", "issue:43576", + "issue:43618", + "issue:43723", "issue:43824", "issue:43827", + "issue:43867", "issue:43874", - "issue:43901", + "issue:43992", + "issue:44062", + "issue:44112", "issue:44222", - "issue:44230", - "issue:44315", "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", "issue:44556", - "issue:44655", + "issue:44734", "issue:44749", - "issue:44908", - "issue:44938", "issue:44961", + "issue:44964", "issue:45071", "issue:45125", + "issue:45357", "issue:45375", - "issue:45468", + "issue:45440", "issue:45478", + "issue:45600", "issue:46132", - "issue:46143", - "issue:46144", - "issue:46209", + "issue:46285", "issue:46617", "issue:46664", "issue:46726" ], "soft_pairs": [ + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "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:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", "issue:43824|issue:46617", "issue:43502|issue:44485", "issue:43874|issue:46617", @@ -17397,296 +17248,229 @@ "issue:45125|issue:45375", "issue:43010|issue:43232", "issue:46664|issue:46726", - "issue:30990|issue:31795", "issue:43502|issue:44961", + "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:43827|issue:44961", "issue:30333|issue:36296", - "issue:29870|issue:31795", "issue:43299|issue:44556", - "issue:44355|issue:45071", - "issue:33453|issue:34689", - "issue:44355|issue:44655", - "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:36296|issue:43901", - "issue:43576|issue:44938", - "issue:46143|issue:46144", - "issue:43475|issue:46617", - "issue:44222|issue:44230", - "issue:41628|issue:42548", - "issue:44315|issue:46209", - "issue:44485|issue:46664" + "issue:29870|issue:31795", + "issue:44355|issue:45071" ], - "prepared_review_unit_hash": "aea4f282da83e4bea8d37387dbb7b42cc1a4e0aa5791df1537107af1b9effc42", + "prepared_review_unit_hash": "e02a065a2832e85e0b30d7ffd9842f163cfe30ad2b78587534a8721d66f9f3e9", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38258, - "estimated_input_tokens": 9565, - "estimated_eval_tokens": 19386 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37606, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, import/load failures, docs issues, or model-specific bugs. I found no true duplicate pair to merge; the soft links are mostly superficial keyword similarity.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43576 is the broadest user-facing v5 regression report in the set and the closest thing to an umbrella representative, but the cluster does not form a single duplicate bug.", + "summary": "This cluster is heterogeneous: most pairs only share broad v5/loading/model-family vocabulary and do not describe the same underlying bug or change.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue truly fits the whole cluster because it spans unrelated import errors, loading regressions, generation bugs, docs, and model-specific fixes. If one issue must anchor the cluster, issue:43723 is the clearest representative of the common loading-regression subset.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43576 is the best available anchor for the cluster because it is broad, user-facing, and linked by several soft-similarity candidates, though it still does not explain the rest of the set.", + "best_issue_reason": "issue:43723 is the most concrete and broadly recognizable user-facing loading regression, but it still does not cover most of the other items in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Both involve loading/import failures, but one is a missing exported class and the other is a cache/file-not-found problem; different root causes." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Unrelated bugs: local_files_only network leakage vs GLM-5 RoPE implementation." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Different code paths: a missing image-processor method vs trust_remote_code cache loading failure." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache update no_grad behavior and Sam3PixelDecoder dummy Conv2d are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Both mention v5-era behavior, but one is a broken CLI command and the other is AttentionInterface.register semantics." - }, - { - "left": "issue:45125", + "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is missing tensor-parallel plan and the other is a from_pretrained regression; not the same concrete fix." + "reason": "Both are Qwen3.5/MoE loading problems, but one is missing embed_tokens weights while the other is a broader from_pretrained error; not the same bug." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "MLflow job reporting and tokenizer loading regression are unrelated." + "reason": "These involve loading/saving state_dict-like data, but one is a sorted state_dict load error and the other is incorrect visual-encoder keys during save_pretrained; different failure modes." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Compiled Python-file errors and slower filtering after upgrade are different issues." + "reason": "AutoModel missing PyTorch and tokenizer-loading regression are unrelated issues with different root causes." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths." + "reason": "CLIPOutput attentions not assigned and CLIP text-model structure inconsistency are different API regressions." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Different Qwen3.5 MoE issues: tensor-parallel plan vs missing config field." + "reason": "A missing ReLU in the DSA indexer and divergence in DeepseekV3MoE are unrelated code paths." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Different generation/caching bugs with no clear shared failing code path." + "reason": "A flaky test due to missing set_seed is unrelated to a Phi-4 multimodal loading failure." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Video num_frames semantics vs AutoProcessor backend-missing import error are unrelated." + "reason": "Test nondeterminism in Sam HQ is not the same as GraniteSpeech's stale device override failure." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Loading hang in Sentence Transformers and model.forward documentation confusion are different kinds of issues." + "reason": "Seed-related test flakiness and broken auto_mappings references are different problems." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Local-files-only network calls and an unrelated 'racoon' report do not describe the same bug." + "reason": "Tokenizer cleanup behavior in v5 and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44062", "accept": false, - "reason": "Different bugs: network access despite local_files_only and FP8 save_pretrained MoE support." + "reason": "local_files_only leaking requests and the AddedToken special-argument TypeError are different bugs." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not the same change." + "reason": "KV-cache continuation indexing in transformers serve and trust_remote_code cache loading are not the same underlying issue." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "MLflow reporting and tensor-parallel training are unrelated subsystems and failures." + "reason": "Both are loading regressions, but one is tokenizer loading via AutoTokenizer and the other is checkpoint reload compatibility after upgrading to v5; too different to merge." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Bart generate() UnboundLocalError and docs confusion about forward arguments are not the same bug." + "reason": "int4 quantization OOM and checkpoint reload failure are distinct symptoms and code paths." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both are version-regression loading complaints, but one is Qwen3VL MoE-specific and the other is a generic checkpoint reload issue." + "reason": "FP8 save_pretrained issues and missing _tp_plan for tensor parallelism are separate model-parallel bugs." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Compiled file handling and PreTrainedConfig type checking are unrelated." + "reason": "Qwen2.5-VL import failure and trust_remote_code cache FileNotFoundError are unrelated import/load problems." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Both are loading regressions, but for different models and likely different root causes." + "reason": "A network request despite local_files_only and GLM-5 RoPE implementation discussion are not the same bug." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Compiled file execution errors and save_pretrained pipeline serialization are different failures." + "reason": "Missing get_number_of_image_patches in an image processor and cache FileNotFoundError are unrelated." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "huggingface_hub import failure and transformers env command breakage are distinct problems." + "reason": "@torch.no_grad decoration for cache/layer update methods is unrelated to Sam3PixelDecoder's dummy Conv2d." }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:46132", "accept": false, - "reason": "Broken env command and PreTrainedConfig type checking are not the same code-path problem." + "reason": "A broken transformers env CLI command and changed AttentionInterface.register behavior are different problems." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Liger Kernel application and DSA indexer missing ReLU are unrelated." + "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained loading error; not the same issue." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and an import error from configuration_utils do not match." + "reason": "MLFlow run-reporting after failure and tokenizer loading regression are unrelated." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "A broken CLI command and a missing model class import are different issues." + "reason": "Compiled Python file errors and a performance regression after upgrading to v5.3.0 are not the same bug." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "'racoon' is unrelated to Gemma-4 audio positional encoding." + "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different missing-symbol import errors." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different loading/import failures." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different metadata/config regressions." }, { - "left": "issue:44485", + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + "reason": "local_files_only network leakage has nothing to do with the unrelated 'racoon' issue." }, { - "left": "issue:44908", + "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and 'racoon' do not refer to the same underlying change." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug and text-classification docs behavior are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken v5 env command and Python 3.14 load failure are different platform/runtime issues." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Both concern RoFormer, but one is kwargs forwarding and the other is attention-interface usage; not the same fix." + "reason": "Docs still mentioning pipeline() and the unrelated 'racoon' issue are not duplicates." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute and trust_remote_code cache loading failure are unrelated." + "reason": "MLFlow failure reporting and tensor-parallel training bugs are different subsystems and failures." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different changes." + "reason": "Qwen3VL MoE loading breakage and checkpoint reload incompatibility after v5.2/5.3 are related only at a very broad version-regression level, not the same concrete bug." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + "reason": "A generate()-time UnboundLocalError in BART and a documentation confusion about input_ids/past_key_values are different issues." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are unrelated bugs." + "reason": "Compiled-file execution errors and PretrainedConfig type-checking regressions are unrelated." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated issues." + "reason": "SmolVLM num_frames semantics and AutoProcessor's missing-vision-backend error are different multimodal processing issues." } ] }, @@ -17705,62 +17489,82 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ "issue:31795", "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", "issue:41669", - "issue:42371", - "issue:42890", - "issue:43352", - "issue:43408", + "issue:42548", + "issue:42757", + "issue:43475", "issue:43525", "issue:43572", "issue:43576", "issue:43673", - "issue:43976", + "issue:43824", + "issue:43901", "issue:44038", - "issue:44077", + "issue:44222", "issue:44230", - "issue:44246", "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", "issue:44351", + "issue:44355", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", "issue:44623", - "issue:44704", - "issue:44829", - "issue:44861", + "issue:44655", "issue:44908", + "issue:44938", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", - "issue:45278", - "issue:45341", "issue:45362", "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:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "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:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", "issue:45362|issue:45850", + "issue:43673|issue:44492", "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44360|issue:46664", @@ -17773,301 +17577,234 @@ "issue:43525|issue:45850", "issue:43572|issue:45850", "issue:44556|issue:45092", - "issue:44492|issue:45850", - "issue:45278|issue:45850", - "issue:42371|issue:44492", - "issue:44230|issue:46095", - "issue:41669|issue:46218", - "issue:43408|issue:44315", - "issue:42890|issue:44908", - "issue:44246|issue:44273", - "issue:43576|issue:44908", - "issue:43352|issue:44393", - "issue:43976|issue:44393", - "issue:44908|issue:45071", - "issue:44297|issue:45230", - "issue:44295|issue:45230", - "issue:44704|issue:44908", - "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:31795|issue:33453", - "issue:43576|issue:44273", - "issue:44315|issue:44829", - "issue:44360|issue:45468" + "issue:44492|issue:45850" ], - "prepared_review_unit_hash": "90dbeadd0f65b9d00dc608a9cebc1e34fe945b7c82a0b30bdf494dcf8c80f0d6", + "prepared_review_unit_hash": "6ce45767b63acda0fa87ede7a0e1b92e2fac8392317da11eb63284e4fb032f91", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38523, - "estimated_input_tokens": 9631, - "estimated_eval_tokens": 19518 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated issues that happen to share v5-regression, import, cache, or model-family wording. I don\u2019t see a single underlying defect worth merging into one duplicate set, so I reject all soft edges.", - "confidence": 0.91, - "canonical_issue_reason": "No true canonical issue: the items are heterogeneous and mostly share only generic v5-regression or subsystem language.", + "summary": "This cluster is dominated by Transformers v5-era regressions around loading, imports, cache/init behavior, and a few model-specific bugs, but the soft pairs are mostly different concrete failure modes rather than true duplicates. The broadest representative issue is the general \"Since 5.0 version it breaks too many models\" report.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45850 is the best umbrella representative: it captures the broad v5 regression theme shared across many of the reports, whereas most other issues are narrower single-symptom cases.", "canonical_pr_reason": null, - "best_issue_reason": "If an umbrella issue must be picked, issue:45278 is the most representative because it explicitly describes broad import failures after an upgrade.", + "best_issue_reason": "It is the most general and cluster-wide description of the underlying pattern here, making it the best anchor for duplicate triage across the mixed set of v5 breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Different problems: chunked_prefill cache initialization vs a typo in cache strategy naming." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "One is a specific Qwen3.5 chat crash; the other is a broad complaint about many v5 model breakages." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading failure and tensorboard-only TensorFlow backend handling are unrelated code paths." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "A concrete processor.save_pretrained file bug is not the same as a vague generic bug report." - }, - { - "left": "issue:44360", - "right": "issue:46664", - "accept": false, - "reason": "DSA ReLU discussion and SmolVLM num_frames semantics are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Both involve Qwen3/Moe models, but one is a bug and the other is a missing tensor-parallel plan; different fixes." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a model-loading failure for a specific Llama vision checkpoint; different code paths." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Lazy loading behavior and unsafe sys.modules access are different root causes." + "reason": "One is about errors running compiled Python files; the other is about pipeline save_pretrained missing support/files. Different bugs." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "BBox hallucination/error and an infinite loop on a specific image are distinct Qwen3_5 problems." + "reason": "Importing is_offline_mode from huggingface_hub and the broken transformers env command are unrelated surfaces." }, { - "left": "issue:44393", + "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Model output hallucination is unrelated to PretrainedConfig type-checking breakage." + "reason": "The env command regression and the PretrainedConfig type-checking breakage are separate v5 issues with different code paths." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are both v5 issues but not the same defect." + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are not the same underlying bug." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Import-star cleanup causing slower imports is not the same as missing GenerationMixin cache in chunked_prefill." + "reason": "Documentation confusion in model.forward is not the same as an ImportError for layer_type_validation." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage report." + "reason": "Broken env CLI command and missing Qwen2.5-VL export are distinct failures." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is specific; the other issue is a generic umbrella complaint." + "reason": "The left issue is a non-descriptive placeholder; the right is a Gemma-4 audio positional encoding bug." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Both are upgrade incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility." + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "A cache-strategy typo is too specific to be the same as broad model breakage after v5." + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are both loading-related, but they are different failure modes and code paths." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Both are broad v5 regressions, but one is import errors and the other is a general model-breakage complaint." + "reason": "A scheduler kwargs bug and an unrelated placeholder issue are not duplicates." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated." + "reason": "Tensor parallel training and TextClassificationPipeline docs about return_all_scores are unrelated." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 Moe is unrelated to a DeepSeekV4 weight-conversion question." + "reason": "A broken transformers env command and Python 3.14 load failure are separate compatibility issues." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Import-star performance cleanup does not match a specific missing Qwen3_5ForCausalLM import error." + "reason": "Both involve RoFormer, but one is missing kwargs passthrough and the other is attention-interface usage; related area, not the same concrete bug." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "sam3 tracker/model-type warning and Liger Kernel application in model_init are different subsystems." + "reason": "SAM3 video output attribute access and trust_remote_code cache loading are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + "reason": "FP8 save_pretrained support and FP8 inference support are different operations and likely different fixes." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Import-time slowness and lazy-loading malfunction are related only superficially; not the same bug." + "reason": "Both are top-level import errors, but they concern different symbols and likely different export regressions." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Broken env command and scheduler kwargs handling do not share a concrete code path." + "reason": "Liger Kernel application during model_init and B200 FP8 inference failure are unrelated issues." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Flash Attention 2 unsupported and Qwen3-VL bbox hallucination are different issues." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are completely different model bugs." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Python-version incompatibility is not the same as a Qwen3-VL output bug." + "reason": "A specific Qwen3.5 chat crash is not the same as the broad claim that v5 breaks many models." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are unrelated." + "reason": "Chunked_prefill cache missing and a typo in cache strategies are different cache-related problems." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." + "reason": "Lazy loading malfunction and the undefined tf backend error from tensorboard-only installs are unrelated." }, { - "left": "issue:44295", + "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access failure is a specific model behavior issue, not the same as a placeholder bug report." - }, - { - "left": "issue:44704", - "right": "issue:44908", - "accept": false, - "reason": "Processor kwargs forwarding and scheduler kwargs handling are both kwargs-related but different APIs and bugs." - }, - { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "Import-star usage cleanup is unrelated to the HybridCache import failure." + "reason": "Missing files in processor.save_pretrained is not supported by the vague placeholder report." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "A DSA indexer ReLU discussion and video num_frames semantics do not describe the same bug." }, { - "left": "issue:45341", - "right": "issue:41669", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "A testing_utils bug does not match the import-star refactor/performance issue." + "reason": "Qwen3-VL-Moe v5 bug and missing _tp_plan for tensor parallelism are related only by model family, not the same code-path problem." }, { - "left": "issue:43976", - "right": "issue:45850", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Python 3.9/3.10 compatibility is not the same as a broad v5 regression complaint." + "reason": "Lazy loading and unsafe sys.modules access are different initialization issues." }, { "left": "issue:44393", - "right": "issue:45478", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL bbox output errors and Qwen3.5 Moe from_pretrained failures are separate model bugs." + "reason": "Qwen3-VL 2D box output errors and Qwen3.5 infinite-loop behavior are distinct symptoms." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Interpreter-version support and missing Qwen3_5ForCausalLM imports are different failure modes." + "reason": "A Qwen3-VL output bug and PretrainedConfig type checking are unrelated." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and tied-weights-key AttributeError are unrelated implementation issues." + "reason": "The env command regression and old-checkpoint reload failure after upgrade are separate v5 breakages." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Documentation confusion and tokenizer-loading regression are not the same underlying bug." + "reason": "Removing import * from models and the GenerationMixin cache bug are not the same underlying issue." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Broken env command and lazy loading malfunction are distinct features with different fixes." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad generic v5-breakage report." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Liger Kernel not applied in model_init is unrelated to flash_attention_3 degenerate training." + "reason": "Missing pad_token_idx in StableLmConfig is a different concrete config regression from the umbrella v5 issue." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "A typo in cache strategies is too specific and unrelated to the generic \"many models break\" report." } ] }, @@ -18086,61 +17823,86 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", + "cluster_id": "cluster-10000-491", "nodes": [ - "issue:28348", - "issue:29870", - "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:42890", "issue:43352", + "issue:43408", "issue:43502", "issue:43519", - "issue:43525", - "issue:43572", "issue:43576", "issue:43606", - "issue:43618", "issue:43704", - "issue:43717", + "issue:43976", + "issue:44077", "issue:44230", + "issue:44246", "issue:44261", "issue:44263", "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", "issue:44351", + "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44623", "issue:44655", + "issue:44704", + "issue:44829", "issue:44861", "issue:44908", - "issue:44938", - "issue:44998", + "issue:45071", "issue:45230", - "issue:45250", - "issue:45290", + "issue:45278", "issue:45310", + "issue:45341", "issue:45468", + "issue:45478", "issue:45850", "issue:46018", "issue:46095", - "issue:46144", "issue:46172", "issue:46218", + "issue:46328", "issue:46655" ], "soft_pairs": [ + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44704|issue:44908", + "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:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", "issue:43519|issue:46655", "issue:44273|issue:44908", "issue:44655|issue:44861", @@ -18159,467 +17921,642 @@ "issue:43519|issue:44623", "issue:44263|issue:45468", "issue:43606|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:43572|issue:44861", - "issue:43525|issue:44861", - "issue:44230|issue:44623", - "issue:28348|issue:43352", - "issue:29870|issue:31515", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:43298|issue:44230", - "issue:43717|issue:46144" + "issue:44261|issue:45468" ], - "prepared_review_unit_hash": "3392626e13a20d7252da6e8548dabe70615bcf1a0d052ab8973edf6bab18ce82", + "prepared_review_unit_hash": "8ceb91400edc3d15e5245d181ccd36e5dfe732a6f5c855311887036e209bfb90", "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39688, - "estimated_input_tokens": 9922, - "estimated_eval_tokens": 20100 + "soft_pair_count": 44, + "serialized_chars": 40223, + "estimated_input_tokens": 10056, + "estimated_eval_tokens": 20368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly contains unrelated model-specific bugs, import failures, and v5 regression reports. The only plausible duplicate-like pair is the tokenizer v5 behavior reports (42913/43066); most other soft edges should stay separate.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43066 is the most specific, actionable report in the only credible duplicate pair; it captures a concrete tokenizer v5 regression rather than the broader symptom report.", + "summary": "This cluster is a noisy mix of largely unrelated loading/import/model-support issues plus a few doc, test, and config bugs. None of the soft pairs looks like the same concrete fix, so they should remain separate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43502 is the most concrete and actionable load-time bug in the set (unexpected API requests despite local_files_only=True) and best fits the cluster\u2019s recurring loading/import theme, even though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the best single issue candidate because it is precise enough to anchor the tokenizer-regression subgroup and is a clearer canonical target than the broader v5 behavior complaint.", + "best_issue_reason": "Issue 43502 is the strongest single representative for triage because it describes a specific reproducible bug with clear behavior and likely remediation path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad version-regression complaints, but they describe different scopes and likely different root causes." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "One is fp8 inference support for Qwen3-VL/Qwen3.5 MoE; the other asks about DeepSeek-V4 weight conversion. Different changes." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* performance cleanup and a missing Qwen3_5ForCausalLM import are different code-path problems." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel not applied with model_init are unrelated issues." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests and inverse_sqrt scheduler kwargs handling are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/import behavior, but one is intermittent import slowness and the other is lazy-loading malfunction; not enough to treat as one fix." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command and scheduler kwargs are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support missing for Nemotron vs Qwen3-VL 2D bbox hallucination: different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking breakage are different issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same concrete defect." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is distinct from an unspecified bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup causing slow imports is unrelated to a missing HybridCache export." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad list conversion are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import cleanup/performance and a testing_utils bug do not share the same underlying fix." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility and broad model breakage are too general to be the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/output error and Qwen3.5 MoE from_pretrained error are different failures." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init gating and tied-weight key AttributeError are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are separate features/issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 training degeneration are unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are different models/features." + }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor bugs, but they affect different models and different failure modes (timestamps vs padding)." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and scheduler kwargs are unrelated code paths and unrelated symptoms." + "reason": "Lazy loading malfunction and scheduler kwargs handling do not match." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key handling are different bugs." + "reason": "Pipeline save_pretrained issue and tied-weight key AttributeError are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI/env command breakage and missing Qwen module import are not the same underlying issue." + "reason": "transformers env breakage and missing Qwen3_5 import are different failures." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report is not enough to match a specific Qwen3.5 from_pretrained regression." + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error have no concrete shared root cause." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different models and different implementation bugs, even though both mention processor/model internals." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp calculation and learning-rate scheduler behavior are unrelated." + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are unrelated model components." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf work and a VRAM leak in Qwen3 are unrelated." + "reason": "Import-star slowdown and Qwen3ForCausalLM VRAM leak in dataloader threads are different bugs." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion and a model-loading regression are different classes of issue." + "reason": "Documentation wording and Llama 3.2 model loading regression are not the same issue." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-V4 related, but they describe different concrete bugs with different code paths." + "reason": "DeepSeek-V4 shared-expert gating and a deepseek-v4 tensor transpose bug are separate problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage and RoPE implementation are unrelated failures." + "reason": "VRAM leak in threaded loading and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both involve positional encoding, but they are different models and different bugs." + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model implementations." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and video timestamp calculation are unrelated." + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a Qwen3 VRAM leak do not share a bug root cause." + "reason": "TF32 API guidance and a Qwen3 VRAM leak do not share a concrete fix." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad complaint about many v5 breakages is not the same bug as a specific missing module import." + "reason": "Broad version breakage and a missing Qwen3_5 import are not the same underlying bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and save_pretrained file emission are unrelated." + "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling and Gemma4 audio positional encoding are different code paths." + "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to audio positional encoding." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Precision drift from missing rms_norm_eps and Gemma4 audio positional encoding are distinct bugs." - }, + "reason": "MLA q_a_layernorm epsilon precision issue and Gemma-4 audio positional encoding are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 59, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "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:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "b2da4357ccb930fe593172edc9d26a328a09dc0613ca5509ab20614244438407", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 39, + "item_count": 39, + "soft_pair_count": 35, + "serialized_chars": 32289, + "estimated_input_tokens": 8073, + "estimated_eval_tokens": 16402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issue reports. Only one soft pair looks like a true duplicate-like relationship: the Flash Attention 2.0 feature request for GPT2 is a narrower instance of the broader Flash Attention 2.0 request. The rest are too different in model, symptom, or code path to merge.", + "confidence": 0.49, + "canonical_issue_reason": "Issue 45250 is the cleanest umbrella for the only credible duplicate pair: it is the broader Flash Attention 2.0 feature request, while 28348 is the GPT2-specific version.", + "canonical_pr_reason": null, + "best_issue_reason": "45250 is the most canonical issue in the set because it names the general change directly and can subsume the model-specific FA2 request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are unrelated." + "reason": "Different topics: continuous batching for audio models vs. DeepSeek-V4 weight conversion guidance." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Video timestamp math and multi-thread VRAM leaks are different problems." + "reason": "Both are Qwen3VL/Qwen3 issues, but one is a timestamp bug and the other is a VRAM leak; different code paths." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + "reason": "Both are import errors, but for different symbols/modules; not the same underlying failure." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash-Attention support and a missing model import are unrelated." + "reason": "Flash Attention support request vs. module import failure; unrelated bugs/changes." }, { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Both report a tokenizer behavior regression in Transformers v5; 43066 is the concrete decoder-type manifestation of the broader symptom in 42913." + "accept": false, + "reason": "Both mention tokenizer v5, but the reported symptoms and likely fixes differ too much to treat as duplicates." }, { "left": "issue:28348", "right": "issue:45250", - "accept": false, - "reason": "Flash Attention 2.0 support requests for different models are not the same artifact." + "accept": true, + "reason": "Same feature request area; 45250 is the broader Flash Attention 2.0 umbrella and 28348 is the GPT2-specific instance." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs and an unrelated spam/irrelevant issue are not duplicates." + "reason": "Scheduler kwargs bug vs. irrelevant/nonsensical issue title; no shared underlying change." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo and an unrelated issue are not duplicates." + "reason": "Cache-strategy typo vs. unrelated title; not a duplicate." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and an irrelevant issue are unrelated." + "reason": "CLIP attentions regression and an unrelated issue; no overlap in bug or fix." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "An irrelevant issue cannot duplicate a broad v5-breakage complaint." + "reason": "One is not a meaningful technical issue; the other is a broad version-5 breakage complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and an irrelevant issue are unrelated." + "reason": "Python 3.14 load failure vs. unrelated title; different problem." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key handling and chat-template tool-call crashes are unrelated." + "reason": "Different crashes in different subsystems: tied-weights helper vs. chat template handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and a missing import symbol are different failure modes." + "reason": "Checkpoint loading slowness vs. import error; unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx and tied-weight-key crashes are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:44861", - "accept": false, - "reason": "Llama4 pad_token_id absence and tied-weight-key handling are unrelated." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 support request and processor save_pretrained missing files are not the same bug." - }, - { - "left": "issue:28348", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are different models and different support gaps." - }, - { - "left": "issue:29870", - "right": "issue:31515", - "accept": false, - "reason": "BART generate() decoder-mask bug and slow from_pretrained loading are unrelated." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLflow reporting on job failure and slow checkpoint loading are unrelated." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Slow loading and tensor-parallel training bugs are different code paths." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Performance loading issue and forward-API documentation confusion are not duplicates." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different requests/failures." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching for audio models and FP8 support are unrelated." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "init_weights usage in Mamba and RoFormer attention interface usage are different model implementations." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, 42913/43066, is supported by the titles as a likely tokenizer-v5 duplicate, and the rest of the rejections are mostly justified by clearly different models, failure modes, or issue classes." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 24, - "review_unit_index": 59, - "review_unit_count": 59, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-490", - "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:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" - ], - "prepared_review_unit_hash": "f9e11fdc207744d17418a82211275389ba84fe09b79aa50fa8cd61664968e65c", - "component_budget": { - "node_count": 490, - "item_count": 490, - "soft_pair_count": 1806, - "serialized_chars": 936089, - "estimated_input_tokens": 234023, - "estimated_eval_tokens": 468302 - }, - "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7775, - "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 mostly unrelated single-bug reports across different models and subsystems, so there is no strong duplicate cluster. At most, issue 43240 is the broadest and most connected item, but it is not a true canonical for the rest.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue exists because the titles describe distinct bugs in unrelated areas (norm math, Mask2Former loss handling, config typing, tokenizer warnings, DeepSeek gating, RoFormer attention, etc.). If one must be chosen, 43240 is the broadest and has inbound references, but it does not represent the others.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the most general and discussion-heavy item in the set, so it is the least niche candidate for a cluster anchor. That said, the set is not a real duplicate cluster, so this is only a weak fit.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Missing pad_token_idx config field vs. tied-weights helper crash; different bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError vs. tied-weights helper crash; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs. processor.save_pretrained missing files; different areas." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 related, but for different models and different code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() mask bug vs. slow from_pretrained loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs vs. checkpoint loading speed; no shared fix." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness vs. tensor-parallel training bug; different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue vs. forward-API documentation confusion; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs. from_pretrained error for Qwen3.5 MoE; related model family but different concrete problem." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching vs. FP8 Qwen3-VL/MoE support; unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different model implementations and different defects; not mergeable as one bug." + }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and different defects: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code-path or concrete same bug." + "reason": "Mask2former ignore_value regression vs. DeepSeek-V4 gating behavior; unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "One is a type-hint problem in ModernBERTConfig, the other is a tokenizer regex warning regression. Unrelated symptom and subsystem." + "reason": "Config type hint issue vs. tokenizer regex warning regression; different fixes." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage is a model-specific loss-input bug; 43240 is a generic kwargs passthrough issue. Not the same underlying defect." + "reason": "Mask2former ignore_value bug vs. kwargs not forwarded to loss function; different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "kwargs not forwarded to a loss function is unrelated to RoFormer not using the attention interface. Different components and fix shape." + "reason": "Loss-function kwargs bug vs. RoFormer attention interface issue; unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former training-loss handling and tokenizer regex warning after 4.57.3 are unrelated." + "reason": "Model-specific ignore_value bug vs. tokenizer warning regression; no duplicate relation." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "No overlap in bug mechanism: unused ignore_value vs attention-interface usage in RoFormer." + "reason": "Model-specific ignore_value bug vs. RoFormer attention interface issue; unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss config/runtime bug and a typo in a quantization attribute name are not the same issue." + "reason": "Different model/config typo issues with no shared underlying bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation and an incorrect type hint for norm_eps are different classes of problems (behavioral vs typing)." + "reason": "Loss kwargs forwarding vs. ModernBERT type-hint typo; unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig type-hint correction and a quantization typo are unrelated changes." + "reason": "Type hint typo vs. quantization-operation typo; separate documentation/code issues." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm semantics (RMS norm question) and ModernBERT norm_eps typing are not the same bug." + "reason": "Question about Llama4 normalization semantics vs. ModernBERT type hint; unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing do not share an underlying code-path problem." + "reason": "Model behavior bug vs. ModernBERT config typing issue; not duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pair is a conservative duplicate-like match: 45250 is the broader Flash Attention 2.0 umbrella and 28348 is the GPT2-specific support request. The remaining rejections are mostly well-justified by distinct models, symptoms, or subsystems." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18631,8 +18568,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -18645,7 +18582,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "a4072ede3bc604462db280e25b6b35b43f9c9b9d1d4418b3fd2909d2a2fec57c", + "prepared_review_unit_hash": "48ee5596d695eda68d42b5d77f4b889a04e176a579d6a881cc4411433dda9166", "component_budget": { "node_count": 3, "item_count": 3, @@ -18667,30 +18604,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated and should not be clustered as duplicates: token truncation direction, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word boundary offsets.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 10519 is the most concrete and actionable of the three, but it is not actually a duplicate of the others.", + "summary": "These three issues are not duplicates; they span three different feature requests in unrelated parts of the library. The only commonality is broad similarity in being enhancement requests.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster: #10519 is about tokenizer truncation behavior, #11005 about ReduceLROnPlateau-like scheduling, and #11307 about Wav2Vec2 word time offsets.", "canonical_pr_reason": null, - "best_issue_reason": "10519 is the best representative only because it has the clearest problem statement and highest discussion, not because it matches the other issues.", + "best_issue_reason": "#10519 is the clearest representative issue because it has the most concrete, self-contained feature request and the strongest problem statement, but it should not be treated as canonical for the other two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: tokenizer truncation direction vs Wav2Vec2 word start/end offsets." + "reason": "Different features in different subsystems: token truncation policy vs. Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One is about truncation strategy in tokenization; the other is about learning-rate schedule behavior. No shared bug." + "reason": "Unrelated requests: truncation-from-beginning option vs. learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "ReduceLROnPlateau-like functionality and Wav2Vec2 word offset extraction are unrelated feature requests." + "reason": "Different domains and code paths: scheduler behavior vs. extracting word start/end offsets from Wav2Vec2." } ] }, @@ -18709,8 +18646,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -18722,12 +18659,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "c916e257b0bdf39e53eebdf7d737cd5ca2ecb94ce269c9cc156fcaeda5c58e49", + "prepared_review_unit_hash": "968bfa61d0f2eab34079f4e84bbd589e0779ccdbfcb86c579280ac756a81857a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -18735,7 +18672,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -18744,24 +18681,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not describe the same bug: one is a Tapas tokenization mismatch, one is an auth/error-message problem while downloading private models, and one is a model-loading failure for bert-base-uncased.", - "confidence": 0.96, - "canonical_issue_reason": "issue:16618 is the broadest, most user-facing failure in the set and has the most discussion, but it should be treated only as a provisional anchor because the other issues are unrelated.", + "summary": "The cluster is heterogeneous: one issue is about Tapas tokenization, while the other two concern model loading/download failures. The two loading issues are only superficially similar; one is about private-model auth messaging and the other is a generic \"can't load bert-base-uncased\" report.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the model-loading side of the cluster, with the most generic symptom/title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the strongest standalone issue here because it is concrete, broadly framed, and more central than the other two; however, this cluster is not a true duplicate group.", + "best_issue_reason": "#16618 is the best cluster representative because it is the most general \"can't load model\" report; the other issues are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization behavior in Tapas is a different code path and different symptom from a model load failure for bert-base-uncased." + "reason": "Tapas tokenization mismatch is a different subsystem and failure mode from model loading." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "A private-model download/auth error and a generic model-loading failure are distinct problems; they are not the same underlying bug." + "reason": "Both involve loading, but one is specifically private-model auth/error messaging while the other is a generic bert-base-uncased load failure; not the same underlying bug." } ] }, @@ -18780,8 +18717,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -18791,7 +18728,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "403762a165005db799a0e08de45a8cc108eb9debe1b5bc04a794bee7bca8efa2", + "prepared_review_unit_hash": "8261303413662699814303ba78250dce3631f6a6dcd489be6aafb3b214144940", "component_budget": { "node_count": 2, "item_count": 2, @@ -18813,18 +18750,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both community contribution requests, but they target different features: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be merged.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are two different community contribution feature requests in different areas: Flash Attention 2 support vs GGUF support. They are not duplicates and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: #26350 is about Flash Attention 2 support for more architectures, while #33260 is about GGUF support for more architectures; they target different code paths and feature sets.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a global duplicate representative because they describe separate enhancement requests rather than the same underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests and code paths: one is for Flash Attention 2 architecture support, the other for GGUF support. Same broad theme, but not the same change." + "reason": "Different features and implementation areas: Flash Attention 2 support vs GGUF support. Similar framing, but not the same underlying request." } ] }, @@ -18843,8 +18780,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -18883,12 +18820,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "06be9bed98d983dcee82a0377b0ad5d9c9ae2923fd844355eec71166b59aa4ae", + "prepared_review_unit_hash": "45296f57bddbe7294855db6de8ba104d8009e4dadc9fe69139095f8b57416c8d", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13523, + "serialized_chars": 13524, "estimated_input_tokens": 3381, "estimated_eval_tokens": 7018 }, @@ -18896,7 +18833,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13523, + "serialized_chars": 13524, "estimated_input_tokens": 3381, "estimated_eval_tokens": 7018 }, @@ -18905,165 +18842,165 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of separate i18n translation requests by language, not one duplicate issue. The only clear duplicate pair is the two identical Thai translation issues (46222 and 46226).", - "confidence": 0.88, - "canonical_issue_reason": "Issue 46222 is the clearest canonical candidate because it has an exact duplicate twin (46226) with the same title/body, while the other items are either different languages or too ambiguous to merge safely.", + "summary": "This cluster is mostly separate i18n translation-request issues for different languages. There are two true duplicate subgroups: the generic placeholder/template trio and the repeated Thai-title pair. The earlier canonical choice was overstated: issue:28936 is the most active concrete request, not issue:27088.", + "confidence": 0.86, + "canonical_issue_reason": "issue:28936 is the best canonical anchor because it is a concrete, well-specified translation request and has the highest discussion activity in the cluster; the other language-specific issues are separate requests, while the placeholder-style issues form their own duplicate subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "46222 is the strongest triage anchor: it is part of the only confidently mergeable pair, and it is open, making it the most useful representative of the duplicate subcluster.", + "best_issue_reason": "issue:28936 is the strongest representative issue for the cluster overall: it is concrete, active, and clearly a real language-specific request rather than a template placeholder.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation targets; same template wording alone is not enough to treat these as the same request." + "reason": "Different target languages; these are separate translation requests, not duplicates." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation targets; no evidence they are the same underlying issue." + "reason": "Different target languages; similar i18n theme, but not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request vs generic placeholder issue; not clearly the same language/task." + "reason": "Turkish request vs generic placeholder/template issue; not the same underlying bug or change." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." + "reason": "Different target languages; these are distinct translation tasks." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs Spanish), so these are separate issues." + "reason": "Turkish vs Spanish translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic placeholder issue; insufficient evidence of a duplicate." + "reason": "Spanish translation request and generic placeholder/template issue are not the same item." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request vs generic placeholder issue; not clearly the same change." + "reason": "Different language request versus template-style placeholder issue; not duplicates." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different languages (Spanish vs Romanian), so they should not be merged." + "reason": "Spanish vs Romanian translation requests are separate tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request vs generic placeholder issue; similarity is too broad to merge." + "reason": "Different language request versus generic placeholder/template issue; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic placeholder issue; no strong evidence of a duplicate." + "reason": "Romanian request and template-style placeholder issue are not clearly the same underlying item." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic placeholder issue; not enough to conclude same underlying issue." + "reason": "Different language request; similar topic only at the broad i18n level." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request vs generic placeholder issue; ambiguous and not safely mergeable." + "reason": "Romanian translation request does not match the generic placeholder issue closely enough to merge." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian request vs Thai request; different translation tasks." + "reason": "Different titles and no clear evidence they are the same translation request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian request vs Thai request; different translation tasks." + "reason": "Different titles and no clear indication of duplication." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both use the generic template title, but there is not enough concrete evidence they are the same translation request." + "accept": true, + "reason": "Same generic placeholder/template title and near-identical issue content; this looks like a duplicate." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Generic placeholder titles and near-identical bodies are suggestive, but still not enough to confidently merge." + "accept": true, + "reason": "Same placeholder/template title and effectively the same issue content." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs Thai issue; not clearly the same underlying request." + "reason": "Different titles and no strong evidence of the same underlying issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai issue; insufficient evidence of duplication." + "reason": "Different titles and no strong evidence of duplication." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Same generic placeholder title, but no explicit shared language/task to confirm a true duplicate." + "accept": true, + "reason": "Exact same placeholder-style issue, so this is a duplicate pair." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs Thai issue; different request context." + "reason": "Different titles and no clear same-language or same-request match." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai issue; not safe to merge." + "reason": "Different titles and no clear evidence of the same underlying issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs Thai issue; no concrete evidence of the same change." + "reason": "Different titles and no clear evidence they describe the same request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai issue; not clearly a duplicate." + "reason": "Different titles and no clear evidence they are duplicates." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "These are exact duplicates: same Thai title and effectively identical content, so they look like the same issue." + "reason": "Exact same Thai title and matching metadata strongly indicate a duplicate issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 46222/46226, is supported by identical titles and matching body length, and the other merges are appropriately treated as uncertain rather than forced." + "accept": false, + "feedback": "Rejecting because the summary overstates the packet: canonical_issue_reason says issue:27088 has the most discussion activity, but issue:28936 has higher discussion_activity (11 vs 8). The rest of the clustering is mostly conservative and grounded, but this factual error is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19076,8 +19013,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-18", "nodes": [ @@ -19128,7 +19065,6 @@ "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", @@ -19142,274 +19078,268 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "be5ee491279c31b1f7b93831095f64521f42b0b4308db87b909c0a4e4fb2cdde", + "prepared_review_unit_hash": "6d6933b4fe56d7b1f765210d42a81b313517f63e7766776dfe8a9e6777a5ab3c", "component_budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 40, - "serialized_chars": 24146, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "soft_pair_count": 39, + "serialized_chars": 23781, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 }, "budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 40, - "serialized_chars": 24146, - "estimated_input_tokens": 6037, - "estimated_eval_tokens": 12330 + "soft_pair_count": 39, + "serialized_chars": 23781, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-addition requests across different families and modalities. None of the soft pairs look like the same underlying bug/change, so no duplicate/merge links should be accepted.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 42738 is the broadest umbrella-style request in the set ('BERT-like models with RoPE'), so it is the best representative of the cluster\u2019s general model-support theme, even though it is not a true duplicate of the others.", + "summary": "These are all broad model-request issues, but they refer to different concrete models or features. The similarity is topical rather than duplicate-level, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, Qwen3-TTS/ASR, Granite SWA+sink), so they are not the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "42738 is the most general issue and the closest thing to a cluster anchor; the rest are narrower, model-specific requests that do not collapse into one concrete change.", + "best_issue_reason": "No single issue is a safe global representative for duplication; this cluster is a loose family of model-add requests rather than one fixable issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert and DEIMv2 are different model families; only the high-level request pattern matches." + "reason": "Different requests: EuroBert config support vs DEIMv2 model addition." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated changes." + "reason": "EuroBert model config vs Qwen3-TTS support are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different models and likely different code paths." + "reason": "EuroBert and RF-DETR are different model requests, not the same issue." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same concrete request." + "reason": "RF-DETR vs DEIMv2 are distinct model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio spans different modalities and implementations." + "reason": "RF-DETR and LFM2.5 Audio 1.5B target different architectures and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR object-detection support is not the same as adding circuit-sparsity transformer support." + "reason": "RF-DETR model support is unrelated to the weight-sparse transformer request." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + "reason": "RF-DETR object-detection support is not the same as Qwen3-ASR support." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model types and change surfaces." + "reason": "RF-DETR and Qwen3-TTS are different model integrations." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated models." + "reason": "NeoBERT and Qwen3-ASR are separate model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and circuitgpt support are different changes." + "reason": "NeoBERT support is not the same change as the weight-sparse transformer request." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model requests." + "reason": "RF-DETR and NeoBERT are different model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests; same broad pattern, not same bug/change." + "reason": "NeoBERT and ModernVBERT are distinct model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are not the same concrete change." + "reason": "MiniCPM3 architecture support is not the same as Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparse transformer support differ in model type and implementation." + "reason": "MiniCPM3 model architecture support and sparse-transformer support are different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + "reason": "MiniCPM3 and ModernVBERT are separate model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model families." + "reason": "MiniCPM3 architecture support is unrelated to Voxtral-4B-TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different requested models." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model integrations." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + "reason": "ModernVBERT and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; 42738 is a generic RoPE feature request for BERT-like models." + "reason": "ModernVBERT and BERT-like RoPE support are not the same underlying change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + "reason": "BERT-like RoPE support and Voxtral TTS support are different features/models." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Mirko Privitera is unrelated noise, not a model-support issue." + "reason": "BERT-like RoPE support is unrelated to the closed Mirko Privitera issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different concrete model types; not one mergeable PR." + "reason": "Qwen3-TTS and Qwen3-ASR are related by name only; they are different tasks and model paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is too broad to merge." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are different requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are separate model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and circuit-sparse transformer support do not share the same code path." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + "reason": "Qwen3-TTS support is not the same as adding a weight-sparse transformer." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different models and likely different implementations." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE perception-encoder support are unrelated." + "reason": "Qwen3-ASR and EUPE are distinct model requests for different architectures." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and circuitgpt support are different concrete changes." + "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support and SAM3-LiteText support are unrelated." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models/features." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink option are not the same change." + "reason": "Audio model addition vs Granite SWA+sink option are different code paths." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE model support are unrelated." + "reason": "Weight-sparse transformer support and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech models; not one underlying fix." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT support is unrelated to Voxtral-4B-TTS support." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 support 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 both vision-language related, but they are different models with different architecture requests." + "reason": "EUPE and TIPSv2 are different vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are not related issues." + "reason": "ModernVBERT model support is unrelated to the Mirko Privitera issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support is unrelated to the Mirko Privitera issue." } ] }, @@ -19428,8 +19358,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -19439,12 +19369,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "777255869ac0b705a35bcac7b657ff77b5efa0d6b7b92fbb64426900f4a6e1d3", + "prepared_review_unit_hash": "307de717f7006915b0cedd2a8336ed425e4ea37e9c693786a154397480371548", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19452,7 +19382,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19461,18 +19391,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate relationship is evident.", - "confidence": 0.99, - "canonical_issue_reason": "If one issue must be treated as the representative item, issue #46443 is the more substantive technical change; issue #38740 is a separate docs request and not the same topic.", + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a technical Vision RoPE refactor. This is not a duplicate or same underlying bug/change cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the best standalone issue in the set because it describes an actual code refactor, whereas #38740 is a documentation-oriented feature request on an unrelated subject.", + "best_issue_reason": "Issue #46443 is the better representative of the cluster because it is a concrete technical refactor request; #38740 is a separate documentation/topic request and does not match it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and scopes: a docs request to add Pruna versus a Vision RoPE refactor. They do not describe the same underlying bug or change." + "reason": "Different subject matter and change type: a docs/framework addition request versus a Vision RoPE refactor. No shared bug, code path, or concrete implementation target." } ] }, @@ -19491,8 +19421,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -19502,12 +19432,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "47dde66dbca08d53517254010a763b2a634865945502b00a86082e48f5675e55", + "prepared_review_unit_hash": "a1bdba190e960dd031180032de433dade401cd0158421766d5a6e28462f7f203", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19515,7 +19445,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19524,18 +19454,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates: one is about set/block decoding behavior, the other is a request for DeepSeek v3.2 model support. They mention different problems and likely different code paths.", - "confidence": 0.96, + "summary": "These two issues are not duplicates: one asks for block decoding support, the other asks for DeepSeek v3.2 support. They target different features and there\u2019s no shared implementation evidence.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the better cluster representative because it is a concrete feature/support request with a clear model-specific target, while 41084 is a separate decoding behavior topic.", + "best_issue_reason": "Issue #43037 is the more specific, user-facing request and better captures a concrete feature need; #41084 is a separate low-level capability request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying subjects: decoding algorithm behavior versus adding DeepSeek v3.2 support. No shared target, files, or concrete code path overlap." + "reason": "Different underlying requests with no shared targets/files: block decoding vs DeepSeek v3.2 model support. Soft similarity is too weak to treat as the same bug/change." } ] }, @@ -19554,8 +19484,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -19565,7 +19495,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "e5f2930e706f60e094bcecd97d1078095792b4973f99983dd07669f46b0be773", + "prepared_review_unit_hash": "8b62eecbaab6b59e021388ba37b0e37fea9d20a7074be7026dab505d9ad0f4f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19587,18 +19517,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about memory-oriented model components, but they target different features: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, and the other is about integrating TiledMLP for lower memory use. They do not look like the same underlying request or bug.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #41306 is the more specific, concrete implementation request around `from_pretrained()` behavior and the FLCE/TiledFusedLogitsLoss path; it is the better single representative for this small cluster.", + "summary": "These two issues are both about model efficiency/tiled components, but they request different features: one is an API flag for `TiledFusedLogitsLoss` / FLCE in `from_pretrained()`, the other is integrating `TiledMLP` to reduce memory footprint. They do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 41826 is the broader, more representative memory-footprint feature request; 41306 is a separate, narrower API-flag request for a different component.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41306 is the better anchor because it is more narrowly defined and actionable, whereas #41826 is a broader architectural feature request.", + "best_issue_reason": "41826 is the better standalone representative because it clearly describes a concrete optimization feature with a broader scope than the FLCE flag request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Both mention tiled memory-saving ideas, but they concern different components and different changes: a `from_pretrained()` flag for FLCE vs. integrating TiledMLP. They are not the same bug or change and would not be merged as one." + "reason": "Different requested changes: FLCE flag in `from_pretrained()` vs. integrating `TiledMLP`. Shared theme is model efficiency, but not the same bug or fix." } ] }, @@ -19617,8 +19547,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -19628,12 +19558,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "42e79ff81d97ceb81234ca2d906feb834676b1ddc81acb3ec67d3fa4fcecbf12", + "prepared_review_unit_hash": "15e790e33c9d1e620c029d782c1081ca0e1b363d4da97665017d1956d8f93765", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19641,7 +19571,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19650,18 +19580,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customization, the other about FLOPS estimation. They are not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These two closed issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the titles point to distinct Trainer behaviors and different fixes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the more concrete and self-contained Trainer behavior request, but it should not be treated as a duplicate of 43600.", + "best_issue_reason": "Neither issue is a better duplicate representative because they address separate feature/bug areas rather than the same underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying problems: 43598 asks to make `remove_unused_column` more customizable in Trainer, while 43600 asks to account for custom trainers when estimating FLOPS. They may both involve custom trainers, but they do not describe the same bug or change." + "reason": "Both mention custom trainers, but one concerns column pruning and the other FLOPS estimation; they are not the same bug or change." } ] }, @@ -19680,8 +19610,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -19691,7 +19621,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ef985c7f060de5fe1946cdd12bf4869082cbbccf6f5d9fb254a3b079d98db83e", + "prepared_review_unit_hash": "e3605f193ca3661551ddebe729336e6dd39f6fac612f9153f921b82c2c908a0f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19713,18 +19643,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Qwen model support, but they request different changes: one is broad model registration for Qwen3-Omni, while the other is specific AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43684 is the broader feature request and better represents the cluster theme of missing Qwen model registration/support.", + "summary": "These are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader, more central model-registration request and is the clearest standalone representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best single issue to keep as the representative because it covers a more general registration gap rather than a narrow task-specific API addition.", + "best_issue_reason": "Issue 43684 is the best issue to surface because it states a concrete auto-class registration gap and is broader than the narrower Qwen3.5 sequence-classification request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. These are related in topic but not the same fix." + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 support for AutoModelForSequenceClassification. They do not describe the same bug or change." } ] }, @@ -19743,8 +19673,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -19761,76 +19691,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "304454bc26b9f3b40f46192320aae0425cdabb53645c5ece3ed84d948bb800de", + "prepared_review_unit_hash": "008f8240d3013bee85cb93292a6431a2803aa9911a270fbbfbe4d88fde24319d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are near-identical short reports titled \"huggingface \" and likely duplicate each other; the \"Fett\" issue is unrelated and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43859 is the best canonical among the duplicate cluster because it matches the same title as the other two and has the only discussion activity, making it the most established representative.", + "summary": "Three issues share the exact same title ('huggingface ') and appear to be duplicates; the 'Fett' issue is not clearly related. No pull requests are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical 'huggingface ' issues, so it is the best canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "43859 is the strongest issue representative overall: it is one of the repeated \"huggingface \" reports and has the only visible discussion activity.", + "best_issue_reason": "issue:43845 is the strongest issue representative because it is earliest among the repeated identical-title reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying issue; \"Fett\" does not match the \"huggingface\" reports." + "reason": "Different titles and no substantive evidence tying 'Fett' to the 'huggingface' reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence of a shared bug; this looks unrelated to the repeated \"huggingface\" issues." + "reason": "Different titles and no shared concrete bug/change details." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no substantive overlap beyond generic similarity." + "reason": "Different titles and no evidence they describe the same underlying problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same short title and essentially indistinguishable issue text; likely duplicate reports of the same underlying issue." + "reason": "Same exact title, same sparse report pattern, and close creation times; likely duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same short title and highly similar report content; appears to be the same issue duplicated." + "reason": "Same exact title and no distinguishing details; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same short title and highly similar report content; appears to be the same issue duplicated." + "reason": "Same exact title and no distinguishing details; likely duplicate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are conservative and supported by the packet: 43845/43846/43859 share the same title and strong soft-similarity, while 43835 has a different title and no clear evidence of being the same issue. Canonical selection of 43859 is reasonable given the only discussion activity." + "feedback": "The summary is grounded in the packet: three issues have the exact same title, while issue 43835 has a different title and no stronger evidence of linkage. The duplicate-style pair judgments are conservative given the limited evidence, and noting that no PRs are present is correct." }, "evaluator_used": true, "retried": false, @@ -19846,8 +19776,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -19868,88 +19798,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "6c9e9b28e5b414d2b85a09e8f717a17b96ab0e828407c031e9f81c6c59bdc360", + "prepared_review_unit_hash": "e2cf0782247458c7098a2b3ced90ddae2e12d84550b239bd812025412ede4f61", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five issues are low-information and appear unrelated spam/vague noise rather than duplicates of a single bug or request. No soft pair shows evidence of the same underlying problem.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue exists because the cluster does not describe one shared bug or feature request. If forced to anchor the set, #44418 is the least obviously spammy, but it is still too vague to serve as a true duplicate representative.", + "summary": "All items are low-signal, mostly spam/generic issues with no bodies, links, filenames, or code changes. They do not look like duplicates of one concrete bug or request.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44418 is the least spam-like and most descriptive title in the set, so it is the best placeholder representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#44418 is the closest thing to a representative issue only because it is a generic documentation-related title rather than obvious spam, but it still lacks enough detail to be a strong canonical issue.", + "best_issue_reason": "issue:44418 is the most plausible representative because it reads like a real documentation request rather than a pure spam placeholder.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder spam titles with no substantive body; no evidence of the same underlying issue." + "reason": "Both are generic '' issues with no body detail; identical placeholder titles are not enough to show the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are placeholder spam titles with no substantive body; no evidence they describe the same bug or request." + "reason": "Both are generic '' issues with no substantive description, links, or targets; no evidence they describe one concrete duplicate." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; too little detail to treat as duplicates." + "reason": "One is a spam placeholder and the other is a documentation suggestion; titles and available metadata do not indicate the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and an unrelated quoted-business title; no shared technical problem." + "reason": "'' and 'Check out \"Google LLC\"' are unrelated generic/spammy titles with no shared technical details." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation enhancement versus spam placeholder; no common underlying change or bug." + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying issue based on the available metadata." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation enhancement versus spam placeholder; not the same issue." + "reason": "The documentation suggestion does not match the other issue's generic spam placeholder; no concrete overlap is shown." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no content to establish a shared underlying bug or task." + "reason": "Same placeholder title, but there is no body text, target, or other evidence tying them to one concrete bug/request." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated business-name title; no duplicate relationship." + "reason": "A spam placeholder and a 'Google LLC' mention are too vague and unrelated to confidently treat as the same issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated business-name title; no duplicate relationship." + "reason": "No substantive content overlaps; the titles are both generic/spam-like but not demonstrably the same underlying report." } ] }, @@ -19968,8 +19898,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -19979,12 +19909,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "c02c358be5ce5f1b3e6cb0f0df4faaeb20596519a6ab96a4c78a4cb440fafb3b", + "prepared_review_unit_hash": "1fdb7d45cb2b867094e24e4f0a6740ec4bba2aedce8f0542b7e074896994a7a9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -19992,7 +19922,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20001,24 +19931,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues have identical titles and a soft-similarity signal, so they are plausible duplicates, but the packet does not provide enough body evidence to call them the same report with high confidence.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 is the best canonical issue candidate because it was created first and has the only inbound reference, while matching #45151 on title.", + "summary": "The issues have identical titles and were opened within hours of each other, so they are plausible duplicate reports, but the packet only provides soft-similarity evidence and does not expose the bodies or other concrete linkage. That makes the duplicate call uncertain rather than strong.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45145 is the earlier report and has the only inbound reference, so it is the better canonical target if these are duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue to keep as the cluster representative due to earliest creation and the inbound reference; no other distinguishing metadata is available.", + "best_issue_reason": "issue:45145 is the best representative issue because it is slightly earlier and already has more external linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Reject: the packet supports identical titles plus soft similarity, but it does not show the bodies are nearly identical or otherwise confirm the same underlying issue. Keep this as a conservative possible/likely duplicate rather than a confirmed duplicate." + "reason": "Identical titles and close timing suggest a possible duplicate, but the packet lacks body text or other concrete evidence; soft_similarity alone is not enough to confidently accept the pair as the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the packet supports identical titles and a soft-similarity link, but it does not show the bodies are \"nearly identical\" or that #45145 has \"likely body content\" matching #45151. The duplicate verdict should stay conservative (e.g., possible/likely duplicate based on title + soft similarity), not state stronger evidence than the packet provides." + "feedback": "The packet supports that these issues share the same title and were opened a few hours apart, but it does not expose the bodies, so claims of \"highly similar descriptions\" are not grounded here. The soft pair also has `deterministic_accept: false` and only `soft_similarity` evidence, so an outright accepted duplicate verdict is stronger than the packet warrants. The canonical-choice reasoning is plausible, but the soft-edge verdict should be more conservative." }, "evaluator_used": true, "retried": true, @@ -20088,8 +20018,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -20099,7 +20029,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "a6eab40591b44105648078cda4844157e9c734bb22e1711193daff42dae21b21", + "prepared_review_unit_hash": "8f1971fb108013dd26b865f0176ff8f885972d14a2ca9e3cb02f23aa3a9d9623", "component_budget": { "node_count": 2, "item_count": 2, @@ -20121,18 +20051,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are related only at a very broad level (4-bit inference) but describe different bugs: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are two separate 4-bit inference bugs in different code paths: one in Gemma4 audio modules with a torch.finfo(uint8) TypeError, and one in BitsAndBytesConfig where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError. They are related by broad theme but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45674 is the clearer, more generally applicable 4-bit regression report; issue 45672 describes a separate Gemma4/audio-module failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the clearer, more general regression report: it names the specific config behavior, the failure mode, and the affected 4-bit inference path. #45672 is narrower and model-specific.", + "best_issue_reason": "Issue 45674 is the best representative of the cluster because it has a precise configuration-triggered failure and broader applicability than the Gemma4-specific audio-module report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs and different failure mechanisms: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion behavior. Similar subsystem, but not the same code-path problem." + "reason": "Different underlying bugs and code paths: Gemma4 audio modules hit torch.finfo() on uint8 weights, while BitsAndBytesConfig loses the default lm_head exclusion and asserts during 4-bit inference." } ] }, @@ -20151,8 +20081,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20162,40 +20092,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "cb5ee10049e5e94633c77ef5f65f6ed9343588ed85a861fc6b31b4b30f2069ca", + "prepared_review_unit_hash": "1fe5c71362b0099b0d5c42fac2f2d386d650a51ea26b766ed2794c65787e7a8f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are not convincing duplicates: they have different personal-name titles and different dates, with no body text, links, or shared targets to indicate the same underlying problem.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the artifacts appear to describe different people/records rather than one shared bug or task, and there is no supporting context tying them together.", + "summary": "The cluster contains two closed issues whose titles are just different personal names with dates; they do not describe the same bug or request and look unrelated.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical candidate because there is no evidence they belong to the same underlying issue cluster; both are sparse, standalone reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles reference different names and different birth dates, and there is no additional metadata suggesting a single shared issue." + "reason": "Only superficial similarity in title format; the subjects are different people and dates, with no shared problem statement or duplicate evidence." } ] }, @@ -20214,8 +20144,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -20225,7 +20155,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "73196cc479ba2b1e04905482b5c7601a45f5313d14f6490bf9f8c8d99b6e03fd", + "prepared_review_unit_hash": "648316eb58c8d379acceb5e2cfe1e1078c266423a6f2ccf5115fcfa2996760c2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20247,18 +20177,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates; they are separate one-line reports with different names and dates and no shared technical context.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #45764 is the better placeholder canonical only by being the earlier of two similarly sparse, unrelated issues.", + "summary": "These two closed issues look unrelated: each is just a different person name with a different date string and no body, links, or shared technical context. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: there is no evidence these report the same underlying problem or request.", "canonical_pr_reason": null, - "best_issue_reason": "#45764 is marginally preferable as the representative issue because it is earlier, but neither issue provides enough substance to be a strong canonical duplicate target.", + "best_issue_reason": "Neither issue is a good canonical representative; they appear to be unrelated content rather than duplicate bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different subject names and different dates; no evidence they describe the same underlying problem or request." + "reason": "Different titles, different names, different dates, and no shared description or technical context. This does not look like the same underlying issue." } ] }, @@ -20277,8 +20207,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -20288,12 +20218,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "8cc215b1e5e4142738c9c098ccf85e596a07cfc2074ba9eb9cfae9a3e08e51c4", + "prepared_review_unit_hash": "65601f7a280a6e4d27ba57d3e5ebe17c0846c6d36aba0133fd884033a463d885", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20301,7 +20231,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20310,18 +20240,18 @@ "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, while the other requests FP8 training support; they concern different features and code paths.", - "confidence": 0.97, - "canonical_issue_reason": "issue:46295 is the broader, more externally referenced request, but it is not actually a duplicate of issue:45810.", + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. No duplicate/canonical relationship is evident.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and code paths (model class addition vs FP8 training support).", "canonical_pr_reason": null, - "best_issue_reason": "issue:46295 is the more general/high-impact feature request in the cluster, though the cluster does not represent a single underlying bug.", + "best_issue_reason": "Neither issue is a better cluster canonical because they are not duplicates and should be tracked separately.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different asks: model-class addition for token classification vs FP8 training support. No shared code path or concrete duplicate behavior." + "reason": "Different underlying requests: adding a specific model wrapper for token classification versus enabling FP8 training support. They do not describe the same bug or change." } ] }, @@ -20340,8 +20270,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -20361,12 +20291,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "fc65fc122f1271fb23544a5255eb0d5155db611c32f545c160a7581f36584e68", + "prepared_review_unit_hash": "74840efb8130c50d2771d0cab68a379d038e888eac76c59c0fdcfd92d2945733", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20374,7 +20304,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20383,66 +20313,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items split into two exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by domain and should not be merged with either pair.", - "confidence": 0.94, - "canonical_issue_reason": "There is no single canonical issue for the whole set because the cluster contains two separate duplicate topics. If one representative must be chosen, 45870 is a clean anchor for the first exact-duplicate pair because it is the earliest instance of that title/body.", + "summary": "This cluster contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated, and the cross-pair similarities are only topical, not the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": "There is no single canonical issue for the whole set because it actually splits into two separate duplicate groups; if one must be chosen, 45872 is the stronger representative since it is a concrete feature request and has an exact duplicate in 45873.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue representative among these items, but only for its own duplicate pair; 45872 is equally canonical for the other pair. Neither should absorb 45869.", + "best_issue_reason": "45872 is the best issue to keep as the representative item: it is substantive, specific, and directly duplicated by 45873, whereas 45870/45871 read more like an example/tutorial request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same broad financial/data theme, but 45869 is a dataset bundle promotion while 45870 is an example about time-series prediction. Not the same underlying issue." + "reason": "Different artifact types/topics: a dataset listing vs an example request. Similar keywords are not enough to make them the same issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above: related topic, different artifact type and intent; not a duplicate." + "reason": "Different artifact types/topics: a dataset listing vs an example request. Not the same underlying bug or change." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate pair: identical title and essentially identical body length/content, describing the same example request." + "reason": "Exact same title and apparently the same example request; these are duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are financial/DataForge themed, but one is an example request and the other is a scraping-service feature idea. Different concrete change/request." + "reason": "Both mention financial time series/DataForge, but one is an example request and the other is a scraping-service feature request; different underlying asks." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different feature/request than the example-prediction issue; only the general domain overlaps." + "reason": "Different requests despite overlapping wording; 45870 is an example request while 45873 is about a scraping service feature." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same mismatch as 45870 vs 45872: overlapping domain, different underlying request." + "reason": "Different requests despite topical overlap; not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same mismatch as 45870 vs 45873: not the same bug or change." + "reason": "Different requests despite topical overlap; not the same concrete issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate pair: identical title and body size, clearly the same financial time-series + scraping service request." + "reason": "Exact same title and same feature request; these are duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are supported as duplicate pairs by identical titles, matching body lengths, and jaccard 1.0, while 45869 is only soft-related. The soft-edge verdicts are conservative and do not overclaim evidence." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles, so treating them as duplicate pairs is conservative and supported. The cross-pair non-duplicates are also appropriately conservative given only soft similarity and differing titles. Minor wording like \"unrelated\" is a bit stronger than the evidence, but not enough to reject." }, "evaluator_used": true, "retried": false, @@ -20458,8 +20388,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -20469,40 +20399,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "5626fb86b622ac57fc3414d36ada403f6ac283a373e52816fdcee23c9e23d857", + "prepared_review_unit_hash": "8b5483d1a49d3ed31979445ffe1712a804579634a2f2b58c34021579cdec3374", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "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 concern static cache handling around `linear_attention`, but they surface as different failures: one is an `early_initialization` shape corruption / `RuntimeError`, the other is a Qwen3.5 `KeyError: 'linear_attention'`. Related area, not clearly the same underlying bug.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more directly (`early_initialization` corrupting linear-attention layer shapes) rather than a single model-specific crash symptom.", + "summary": "Both issues involve `static` cache and `linear_attention`, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` in Qwen3.5. They may be related, but the evidence is not strong enough to treat them as the same bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the broader, more diagnostic report: it names the likely faulty phase (`early_initialization`) and the concrete symptom (`wrong shapes` leading to `RuntimeError`).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it points to the likely root cause in static-cache initialization, making it more generally useful for deduping related reports.", + "best_issue_reason": "Issue 46439 is the best representative because it is more general and appears to cover the underlying static-cache/linear-attention initialization problem rather than one model-specific crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "They are closely related, but the reports describe different concrete failures (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same underlying bug or that one fix would plausibly cover both." + "reason": "Similar subsystem, but not clearly the same concrete bug: 46439 is about shape corruption in `early_initialization`, while 46441 is a `KeyError: 'linear_attention'` in Qwen3.5. Different symptom and likely different code path." } ] }, @@ -20521,8 +20451,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -20532,12 +20462,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "c5d2a2c27ab23690c14a27b4b47cca5b932b2d92b39d15673bc3b09b91f23bcc", + "prepared_review_unit_hash": "e4dc8ec437478198bb85a512e7a1a15c37a3e3556865db3cc5c13ba3f46fb782", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20545,7 +20475,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20554,24 +20484,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "#46552 is the better canonical issue because it is open and appears near-identical to the closed report #46551; the pair looks like a likely duplicate rather than a separately scoped bug.", - "confidence": 0.95, - "canonical_issue_reason": "#46552 is open and current, and it matches the closed report in title and apparent scope, so it is the best canonical issue to keep active.", + "summary": "The two issues look like duplicates based on identical titles, matching body length, and a perfect soft-similarity signal, but the packet does not expose the bodies themselves, so the match should be treated as highly likely rather than proven identical. #46552 is the better canonical/best issue because it is open and has inbound references, making it the likely active tracker.", + "confidence": 0.86, + "canonical_issue_reason": "#46552 is the better canonical issue because it is open and has inbound references, so it is the likely active tracking report for this tokenizer bug.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue because it is the active report and the strongest representative of this likely duplicate pair.", + "best_issue_reason": "#46552 is the best issue to keep because it appears to be the live report for the same Wav2Vec2CTCTokenizer special-token leakage problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Identical titles, identical body length, and perfect soft-similarity make these look like a near-duplicate pair / likely same underlying bug, though the packet does not expose full bodies or an explicit duplicate link." + "reason": "Same title and matching body length, plus soft_similarity=1.0, make these look like duplicate reports of the same issue; the bodies are not exposed, so this is a strong but not absolute match." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical issue choice is grounded (#46552 is open and has the stronger current signal), but the duplicate verdict is too strong for the evidence shown. The packet only gives identical titles, identical body length, and soft-similarity/jaccard 1.0; it does not expose the issue bodies or any explicit duplicate linkage. Please downgrade the soft-edge language from an absolute duplicate/exact same issue to a conservative 'likely duplicate' or 'near-identical' characterization." + "feedback": "The pair comparison is directionally reasonable, but the summary overstates what the packet proves. The packet shows identical titles, equal body_length, and soft_similarity=1.0, but it does not expose the issue bodies, so claims like \"identical content\" or definitively \"the same underlying bug description\" are not fully grounded. Also, \"active tracker\" is only a cautious inference from open state and inbound references; phrase it as likely/canonical rather than certain. The verdict should stay more conservative." }, "evaluator_used": true, "retried": true, @@ -20598,40 +20528,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "4a87d65f70e262e84f5f0e80acc74005720342c7b40881df21d24944cd4d8342", + "prepared_review_unit_hash": "2ce99d07559342e0c84d0503837e1f39ae848dfd31a0cf0bd60881b3d4448bd4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different training failures: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. They are related by subsystem, but not the same underlying bug.", + "summary": "These two issues do not appear to be duplicates: one reports a tensor size mismatch during object detection training, while the other reports out-of-memory later in RT-DETR v2 training. They describe different failure modes and likely different root causes.", "confidence": 0.96, - "canonical_issue_reason": "Issue 46657 is the more clearly scoped report and better represents the cluster topic, while 46692 is a separate OOM failure.", + "canonical_issue_reason": "If a representative is needed, issue 46692 is the better canonical issue because it is the more specific, open report about RT-DETR v2 training, but it is not the same bug as 46657.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the best standalone issue here because it is a specific, actionable bug report; 46692 appears to be a different problem entirely.", + "best_issue_reason": "Issue 46692 is the stronger representative for this cluster because it is more specific and currently open, but it should not be treated as a duplicate of 46657.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: tensor-size mismatch and out-of-memory are distinct failure modes, and nothing in the titles/evidence indicates the same underlying bug or a shared fix." + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs memory exhaustion during later epochs. They are not the same underlying bug." } ] }, @@ -20650,8 +20580,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -20661,12 +20591,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "0b04e8a468c80bb72494b160cc7f8078c228e419207bb8c502c84ee59f7ed666", + "prepared_review_unit_hash": "1226d8ce252d4c61f0afc017c4c8abfb9e17e648e1a631a2081889d7c9d0bf07", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -20674,7 +20604,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -20683,18 +20613,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate bugs in different model-loading pathways: one is a ZeRO-3/zero.Init partitioning failure causing OOM, the other is a 4-bit device_map/max_memory dispatch issue causing an unexpected CPU offload ValueError.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues describe unrelated loading/dispatch bugs in different code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch to CPU. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46822 is the more concrete and self-contained report in this pair, focused on a specific ZeRO-3 zero.Init partitioning failure causing OOM during multi-GPU load.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits this cluster because the reports describe unrelated failures. If forced to pick one representative, #46822 is the cleaner standalone bug report, but it should not subsume #46823.", + "best_issue_reason": "46822 is the better representative issue because it names the affected feature, the failing submodule, and the observed symptom clearly; 46823 is a separate quantized-loading/device-map bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying problems and code paths: ZeRO-3 zero.Init partitioning of a composite submodule vs 4-bit load_in_4bit/device_map='auto'/max_memory dispatching to CPU. They are not the same bug." + "reason": "Different underlying mechanisms and symptoms: one is DeepSpeed ZeRO-3 partitioning of a composite submodule, the other is 4-bit model dispatch incorrectly sending modules to CPU despite sufficient memory. They do not appear mergeable as one fix." } ] }, @@ -20708,7 +20638,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20724,7 +20654,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "12351fa81ffedf4f8c8671cf9f46972bc9f157e882631eab9ab0f1af654c9b02", + "prepared_review_unit_hash": "7fb0db3969e7ca3f43113e27c61dc6bc05b87fe6ece7af1b2c00df3d92e09ba6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20746,18 +20676,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 implements the core VibeVoice model/docs integration, while #42781 adds a separate realtime variant with additional tokenizer/processing/generation work. They overlap on shared model files, but the concrete scope is different enough that they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These are related VibeVoice PRs, but they are not duplicates: PR 40546 is the initial VibeVoice implementation, while PR 42781 adds the Realtime/tokenizer follow-up and broader integration changes.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the broader base implementation, older, and already has substantial review activity. It is the best representative of the main VibeVoice integration work in this cluster.", + "canonical_pr_reason": "PR 42781 is the broader, later VibeVoice change set and is the better single representative of the cluster, but it is still a distinct follow-up rather than a duplicate of PR 40546.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the strongest standalone PR here because it covers the core model integration and documentation, whereas #42781 is a follow-on realtime extension with a distinct feature set.", + "best_pr_reason": "PR 42781 is the most comprehensive standalone PR here because it includes the Realtime and acoustic-tokenizer work in addition to core VibeVoice updates.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files are not enough to make these the same change; #42781 is specifically a realtime extension with extra feature-extraction/processing/tokenizer work, so it is a related follow-up rather than a duplicate of the base implementation." + "reason": "Reject: they share the same model family, but PR 42781 is a follow-up adding Realtime/tokenizer support and extra integration changes, not the same concrete bug fix or change as the initial VibeVoice implementation." } ] }, @@ -20771,7 +20701,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20787,12 +20717,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "2a27f534b7cd9b13c315514dde12b14f39ed707c960f40759b1b32c008f76caa", + "prepared_review_unit_hash": "30f4736fd5982b8673b1b47b77c4ad3765af55715c013936e53f5adaf25f8d42", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20800,7 +20730,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20809,18 +20739,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change, so this is not a duplicate cluster.", + "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same bug or change, so this cluster should not be treated as a duplicate set.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication triage: the PRs target different models, different code paths, and different user-facing capabilities.", + "canonical_pr_reason": "No canonical PR: the PRs touch different models, code paths, and user-facing features, so there is no single representative duplicate target.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the more self-contained representative change in this cluster, with a focused model-support addition and accompanying docs/tests, but it is not a duplicate of PR 40755.", + "best_pr_reason": "No strong cluster representative exists because the items are unrelated; if forced, neither PR is a good canonical for the pair.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features for different model families (TimesFM covariate forecasting vs DINOv3 image classification); no shared bug or mergeable code-path overlap." + "reason": "Different features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not mergeable as one PR." } ] }, @@ -20834,7 +20764,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20897,7 +20827,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20941,154 +20871,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "b58d6c28bd8a61a168282a789a9fd8adbd5fdee708e8ae799111f4e10d29de7f", + "prepared_review_unit_hash": "3fafbed2fd0759ee621775abbd64129b4b0d8a1e59a41bda9612fc76cdefc961", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34784, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34788, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34784, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34788, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs. The only clear duplicate/mergeable pair is the two `fixed_cross_entropy` kwargs fixes, which target the same issue and the same code path.", - "confidence": 0.94, + "summary": "This cluster is mostly heterogeneous and not duplicate-like: it mixes unrelated PRs for tokenizer methods, processor auto-loading, export tests, model additions, Falcon refactors, MoE/kernel tweaks, model name renames, a new-model skill, config resolution, TDT loss kernel support, and chat parsing docs/code. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which both address the same loss helper in the same file for the same underlying `cross_entropy` kwargs support bug.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly targets issue 43240, edits the exact same `loss_utils.py` path as the companion PR, and has more review/context around the kwargs pass-through fix.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the one true duplicate pair: it directly targets issue 43240 and makes the broader `fixed_cross_entropy` helper forward `weight` and `label_smoothing` into `nn.functional.cross_entropy`. PR 43254 is the same underlying fix but slightly narrower in presentation; the rest of the cluster is unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative of the shared `fixed_cross_entropy` change because it is issue-linked and appears to cover the intended kwargs plumbing in the most complete form.", + "best_pr_reason": "PR 43251 is the strongest representative of the duplicate-like subset because it has an explicit issue target, a concrete code-path fix in `loss_utils.py`, and the clearest fix intent. None of the other PRs are close enough to serve as a global canonical representative since they address different subsystems and different changes.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different features in different subsystems: Mistral tokenizer methods vs adding a new MobileLLM model." + "reason": "Different problems: Mistral tokenizer missing methods vs adding a new MobileLLM model. No shared code path or same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated: tokenizer API addition vs Executorch dynamic-shape export tests." + "reason": "Tokenizer method additions are unrelated to an Executorch dynamic-shape export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model-loading areas, but they fix different models and different problems." + "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM model files and configs." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix is unrelated to adding a new model." + "reason": "Loss helper kwargs fix is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: loss helper kwargs vs Mistral4 test/model changes." + "reason": "Both touch training/model code, but one fixes `cross_entropy` kwargs while the other is a Mistral4 test/model bundle; different underlying issues." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test work is unrelated to Mistral4 test/model fixes." + "reason": "Export dynamic-shape test coverage is unrelated to Mistral4 test fixes and model changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different scope entirely: export test coverage vs new model implementation." + "reason": "Different features: exportability test vs new model implementation." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs class-attribute resolution fix; no shared bug/change." + "reason": "New MobileLLM model addition is unrelated to fixing `cls.config` resolution order." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are not the same change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "New model work is unrelated to the model-creation skill/docs PR." + "reason": "MobileLLM model addition and Falcon output-interface refactor are different code paths and goals." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated." + "reason": "Falcon refactor is unrelated to the model-creation skill and repo scaffolding changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor is not the same concrete bug/change as Mistral4 fixes." + "reason": "Falcon standardized output refactor and Mistral4 test fixes do not fix the same concrete bug." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes do not duplicate the CLIP-like `layrnorm` rename fix." + "reason": "Mistral4 test/model fixes are unrelated to the `layrnorm` to `layernorm` renaming across CLIP-like models." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:46267", "accept": false, - "reason": "Different goals: Mistral4 fix/tests vs adding a TDT loss kernel integration." + "reason": "Mistral4 test fixes and serve chat parsing updates are different subsystems and changes." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 model/test work is unrelated to serve chat parsing updates." + "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and config-resolution order fix are unrelated changes." + "reason": "Mistral4 test/model changes are unrelated to `cls.config` resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fix and model-creation skill are unrelated." + "reason": "A model test fix and the new-model skill/documentation patch are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model addition and skill/doc PR are not the same underlying change." + "reason": "MobileLLM model addition is unrelated to the model-creation skill and scaffolding content." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying fix: both add supported kwargs to `fixed_cross_entropy` in `loss_utils.py` for issue 43240, and the diffs are effectively alternative versions of the same patch." + "reason": "Same underlying bug in `fixed_cross_entropy`: both PRs add support for forwarding kwargs into `nn.functional.cross_entropy` in the same helper, with overlapping file and function scope." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly mergeable pair is `pull_request:43251`/`pull_request:43254`, which is supported by the shared issue target `43240` and the same `loss_utils.py` kwargs plumbing. The other soft-edge rejections are appropriately cautious and do not overclaim shared bug identity. " + "feedback": "The summary is grounded in the packet and stays conservative: the unrelated PRs are correctly treated as non-duplicates based on distinct subsystems, and the only accepted pair, 43251/43254, clearly shares the same file, function, and issue target, so it looks mergeable as one bugfix PR. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -21099,7 +21023,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21115,7 +21039,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0de734cff2c0d538f4b158cb14daf308468fdb1d3f345f931f3d84cfc12eaba5", + "prepared_review_unit_hash": "5fb5a3369b76a8b4d71581814ecf786d3463d97a17157d368a8dcee20ff421c0", "component_budget": { "node_count": 2, "item_count": 2, @@ -21137,18 +21061,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related GitHub Actions maintenance PRs, but they are not duplicates: one upgrades core workflow actions for Node 24 compatibility, while the other bumps Docker build actions to newer versions.", - "confidence": 0.93, + "summary": "Two open PRs both update GitHub Actions workflows, but they are not the same change: one focuses on Node 24 compatibility for core actions, while the other bumps docker/build-push-action and a few other workflow actions to newer versions. They overlap in some workflow files but target different dependencies and failure modes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 42975 and 42976 update different action families and target different compatibility/version bumps, so they are separate changes.", + "canonical_pr_reason": "PR #42975 is the better canonical PR because its stated goal is broader and more coherent: upgrading workflow actions for Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, 42975 is the broader workflow-actions compatibility sweep; 42976 is a narrower Docker-action version bump.", + "best_pr_reason": "PR #42975 is the best representative of the cluster since it has the clearer umbrella purpose and wider workflow coverage, while #42976 is a narrower action-version bump centered on docker build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they change different actions (checkout/cache/upload-artifact vs docker/build-push-action) and are not the same concrete fix." + "reason": "Reject: these are both workflow dependency upgrades, but they change different actions and address different concerns. #42975 targets Node 24 compatibility across many GitHub Actions; #42976 specifically bumps docker/build-push-action and a few related workflow actions. They are not the same underlying fix and would not naturally merge into one PR." } ] }, @@ -21162,7 +21086,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21194,7 +21118,7 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "2f34c04d00519285ea2c87f53e7f0f85437977298c3a4fb4a6aca5d7ce382ab1", + "prepared_review_unit_hash": "5b92df6afdd2cf52a7c2dd78f5db923413b9dd49187102ffbeec9ee8ddc0d97f", "component_budget": { "node_count": 7, "item_count": 7, @@ -21216,84 +21140,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated model-addition PRs. The only near-match is the Step 3.7 Flash pair, but it still looks more like a model implementation PR versus a separate conversion/tooling WIP PR, so I would not deduplicate them.", - "confidence": 0.89, + "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only strong duplicate-looking pair is the Step 3.7 Flash implementation vs its WIP companion PR; the rest are different models or a separate distributed-config change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the most complete canonical candidate for the Step 3.7 Flash model: it adds the core implementation, docs, and tests in the main Transformers codepath.", + "canonical_pr_reason": "PR 46562 is the cleaner canonical representative: it is the main Step 3.7 Flash model-addition PR, while 46658 is a WIP/scaffolding PR built around the same model code path.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the best representative PR in the set because it contains the substantive library change and test coverage; the others are different model launches or unrelated config work.", + "best_pr_reason": "PR 46562 is the best global representative for the only accepted duplicate pair because it contains the core end-user model integration, whereas 46658 is supporting WIP conversion/debug infrastructure around the same feature.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo); same broad PR pattern, but not the same change." + "reason": "Different model families (ViT NEPA vs Molmo). Same docs/auto-registry patterns do not make this the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models and codepaths; not a duplicate." + "reason": "ViT NEPA and Molmo2 are distinct model additions with different code paths and tests; shared framework files are incidental." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families; no shared underlying bug or change." + "reason": "ViT NEPA vs CTSM are unrelated model additions; they only overlap on generic docs/auto registration plumbing." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "Model-addition PR vs distributed config PR; unrelated changes." + "reason": "A model-addition PR and a distributed configuration PR are not the same change or bug." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model generations with different implementations." + "reason": "Molmo and Molmo2 are related by name but are separate model generations/implementations, not the same concrete feature change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM; unrelated model additions." + "reason": "Molmo vs CTSM are different model integrations; overlap is only in shared package/registry boilerplate." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model implementation PR vs distributed config support; unrelated." + "reason": "Molmo model addition and distributed-config work are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different models and change sets." + "reason": "Molmo2 and CTSM are distinct model additions with different model code and tests; not a duplicate change." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model addition is unrelated to distributed config plumbing." + "reason": "Molmo2 model work is unrelated to the distributed config PR." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both are model additions, but CTSM and Step 3.7 Flash are different models and codepaths." + "reason": "CTSM is a time-series model addition, while Step 3.7 Flash is a multimodal model addition; they touch different concrete code paths." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model implementation is unrelated to distributed config support." + "reason": "CTSM model integration and distributed config infrastructure are different changes." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": false, - "reason": "Both concern Step 3.7 Flash, but one adds the library model implementation while the other is WIP scripts/mini-model tooling; not the same concrete change." + "accept": true, + "reason": "Both PRs target Step 3.7 Flash and share the same core model/auto-mapping code path; 46658 looks like WIP scaffolding and mini-model conversion support for the same feature, so they could plausibly be merged into one PR." } ] }, @@ -21307,7 +21231,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21342,118 +21266,118 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "2b09335ea48d1d720b68d6a9fbc70d62f075cbfbea490f2d28eb5c14b7a35895", + "prepared_review_unit_hash": "2e9a3ffb2a640a061eb70dbb9af09576f9fad6879575e80f5527d2b5cbe4b752", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23162, - "estimated_input_tokens": 5791, - "estimated_eval_tokens": 11838 + "serialized_chars": 23159, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23162, - "estimated_input_tokens": 5791, - "estimated_eval_tokens": 11838 + "serialized_chars": 23159, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: Whisper tokenizer tests, tie_weights compatibility, model test edits, FP8 dequantization, doctest/docs cleanup, generation config validation, CI integration setup, and typo fixes. The pairwise overlaps are mostly superficial, so I don\u2019t see a real duplicate cluster here.", - "confidence": 0.96, + "summary": "This cluster is thematically similar at a very broad level, but the PRs address different bugs and code paths: Whisper tokenization/tests, tie-weights compatibility, model test cleanup, dequantization, doctests, generation watermarking, CI infra, and typo cleanup. No soft edge looks like a true duplicate fix/change set.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If one PR must represent the cluster, PR #46579 is the broadest and most central code change, but the set is not a true duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the most substantive standalone bug fix in the set, with a concrete runtime/code-path change around FP8 dequantization and model loading. Even so, it is not a duplicate of the other PRs.", + "best_pr_reason": "PR #46579 is the best overall representative: it is the largest, most substantive change set and spans actual code paths rather than only tests or docs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix vs unrelated CLIP/ViT test edits; different models and different problems." + "reason": "Both touch tests, but for different models and different failure modes; not the same bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp decoding vs FP8 dequantization/loading; unrelated code paths." + "reason": "Whisper tokenization/tests vs FP8 dequant/loading fixes are unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test/tokenization work vs generation watermarking/config validation; not the same bug." + "reason": "Whisper test/tokenizer work is unrelated to generation watermarking and broad validation fixes." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility shim for tie_weights vs typo cleanup; completely different intent." + "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo-cleanup PR." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model test assertions vs Phimoe CI/integration test environment fix; no shared underlying defect." + "reason": "Model test assertion cleanup is unrelated to CI/integration fixes for Phimoe." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only CLIP/ViT changes vs FP8 dequantization/runtime fix; unrelated." + "reason": "Different subsystems and different concrete problems; no shared fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test edits in vision models vs generation config/runtime validation; different issue domains." + "reason": "Unrelated test cleanup versus generation/configuration and Whisper behavior fixes." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Test-only changes vs typo cleanup; not the same change." + "reason": "Test-only changes are not the same as broad code typo fixes." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/model loading fix vs Phimoe CI infrastructure/test fix; unrelated." + "reason": "FP8/dequant model-loading changes are unrelated to Phimoe CI integration fixes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both touch core loading/generation areas, but they fix different concrete bugs: FP8 dequantization vs watermarking config validation." + "reason": "Different code paths: FP8 dequantization versus generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Runtime bug fix vs broad typo cleanup; no common underlying problem." + "reason": "Shared files are incidental; one is FP8 dequant logic, the other is typo cleanup across many files." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation cleanup vs code typo cleanup; different artifact types and goals." + "reason": "Doctest documentation cleanup is not the same change as code typo fixes." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation/runtime fix vs Phimoe CI integration test fix; distinct problems." + "reason": "Generation config/Whisper fixes are unrelated to Phimoe integration test/CI changes." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Generation/runtime bug fix vs typo cleanup; not duplicates." + "reason": "Overlap in touched files does not make the underlying fixes the same; these target different issues." } ] }, @@ -21467,7 +21391,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21486,52 +21410,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "1fc1d4da181b23019d951cb48ab20d18cb92c1a0bbc9f7fed1a0e993fe5eec29", + "prepared_review_unit_hash": "e197a2e99f64ea0af8a4ae35637746085b7ec21d1de78aa47ba61a2a73449be6", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are unrelated dummy/'don\u2019t merge' changes in different areas (setup/versioning, comment CI, and security-gate workflow). They do not look like duplicates of the same underlying bug or change.", - "confidence": 0.98, + "summary": "Three unrelated \u201c[don\u2019t merge]\u201d test PRs: one tweaks packaging/versioning and tests, one rewrites several CI/notification workflows and test utilities, and one changes the PR security-gate workflow. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR targets a different code path and purpose (repo/setup metadata, self-comment CI, and PR security-gate workflow).", + "canonical_pr_reason": "No strong duplicate canon emerges; if forced, PR 43532 is the broadest representative of the cluster, but it is not actually the same change as the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46747 is the cleanest standalone workflow change, but it is still unrelated to the other two PRs.", + "best_pr_reason": "43532 has the most substantial cross-cutting workflow/testing edits, but the cluster is heterogeneous and the PRs are not true duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 is about setup/version/bot-formatting and a vit test, while 46747 only changes the security-gate workflow trigger. Same broad CI/test theme, but not the same fix." + "reason": "Different targets and purposes: setup/versioning and a test file versus a single security-gate workflow change. No shared code-path bug or mergeable same-fix relationship." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 tweaks package/version metadata and a test; 43532 rewrites comment-CI/workflow plumbing and related test/utils files. They do not fix the same code-path problem." + "reason": "One PR changes packaging/versioning and pytest dependency setup; the other changes CI workflows and testing utilities. The shared vitest file is incidental, not the same underlying fix." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but 43532 is about self-comment/reporting CI and 46747 is about the PR security gate trigger. Different workflows, different purpose, not mergeable as one duplicate change." + "reason": "Both touch workflow files, but they change different CI systems and behaviors: comment-driven workflow/notifications versus the PR security gate. Not the same concrete change." } ] }, @@ -21545,7 +21469,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21561,12 +21485,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a86590630cb519380ed5b57edfd1f5de7cfad0a7bcd1c9772f5e57b0bbc5232e", + "prepared_review_unit_hash": "68ade24b19e473fd7571cc52cfd5dab12b6b26d5704bbd3f8b0f7b9b4a843416", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21574,7 +21498,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21583,18 +21507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate PRs add different new pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and registration scaffolding, but they target different underlying capabilities and model/test sets.", + "summary": "Two distinct pipeline-addition PRs in the same segmentation area: one for promptable concept segmentation and one for promptable visual segmentation. They share framework/docs boilerplate, but they implement different features and should stay separate.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader/more complete representative of the visual segmentation line, with more model and test coverage and a larger surface area of changes.", + "canonical_pr_reason": "PR #43613 is the stronger representative of the cluster because it is the broader and more complete segmentation pipeline addition, covering more model integrations and test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the better cluster representative because it is more self-contained and comprehensive for its specific pipeline addition.", + "best_pr_reason": "PR #43613 is the best single PR in this cluster for navigation/triage purposes because it has the larger implementation footprint and wider model support, making it the more representative segmentation-pipeline change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. The overlap is mainly shared docs/registry plumbing, not the same concrete code-path or mergeable change." + "reason": "They are different concrete features: promptable concept segmentation vs promptable visual segmentation. Overlap is limited to shared infrastructure/docs, not the same underlying bug or change, so they should not be merged as duplicates." } ] }, @@ -21608,7 +21532,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21624,7 +21548,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "082d6f075e770c93cd9065a9774b18c44ed8a9512b600dc895aa6b0ebdb936aa", + "prepared_review_unit_hash": "fada96dadf82e0802767f2554e6568719523c6b6ee59db3841ef49d851dec1c7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21646,18 +21570,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs touch the same file but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for column filtering. They should not be treated as duplicates or merged into one change.", - "confidence": 0.98, + "summary": "The two PRs both touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related to Trainer internals, but not the same bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43651 is the better representative of the cluster because it makes a concrete behavior change in `training_step` around loss scaling, whereas #43663 is a separate refactor of input-column signature handling.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more directly bugfix-like and self-contained change, but it is not a duplicate of #43663; the two address different Trainer code paths.", + "best_pr_reason": "PR #43651 is the stronger standalone PR to keep as a reference: it fixes a specific training-path behavior and has a clear user-visible effect. PR #43663 is a different trainer customization change, not a duplicate of it.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying behaviors: #43651 controls loss scaling during training steps, while #43663 refactors signature-column filtering for dataset preprocessing/PEFT. Shared file alone is not enough to treat them as the same change." + "reason": "They share `trainer.py` and Trainer customization context, but they modify different code paths and solve different problems: gradient accumulation loss scaling vs. signature column filtering for PEFT/custom trainers. Not the same underlying change." } ] }, @@ -21671,7 +21595,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21687,12 +21611,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "34c844677ca08eaf7b761135bab82ad7220c2a3f1d62c166cbc0bb08ad1bceaa", + "prepared_review_unit_hash": "5cb23d711ff9c8ed14dd8cbe0e8ad3b7c07b15c6cbe30c021404630ca9df17c1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21700,7 +21624,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21709,18 +21633,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI serving file, but they appear to fix different annotation-related NameError cases. PR 43842 is a narrow fix for missing `pydantic.TypeAdapter` when pydantic is absent; PR 43656 is a broader typing/annotation cleanup that changes future-annotation handling and other type hints. They should not be treated as duplicates.", - "confidence": 0.92, + "summary": "Both PRs touch transformers/cli/serve.py and are about TypeAdapter/typing issues, but they address different failures: 43656 is a broader postponed-annotations/type-hint cleanup, while 43842 specifically guards the pydantic TypeAdapter import when pydantic is absent.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the better canonical PR because it has the clearest, most specific failure mode and fix: avoid importing `TypeAdapter` at runtime when pydantic is not installed.", + "canonical_pr_reason": "PR 43842 is the sharper representative of the cluster because it directly fixes the concrete missing-pydantic TypeAdapter NameError with a minimal, targeted change.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly targets a concrete runtime import/annotation failure and is narrowly scoped.", + "best_pr_reason": "PR 43842 is the best standalone fix: it targets the specific import-time failure path and is the most self-contained correction.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different underlying bugs: 43656 is a broader typing/future-annotations cleanup in `serve.py`, while 43842 specifically fixes runtime `TypeAdapter` resolution when pydantic is missing. Same file, but not the same concrete change or code path." + "reason": "Related area, but not the same underlying bug. 43656 adds __future__ annotations and adjusts typing usage; 43842 explicitly fixes the pydantic-optional TypeAdapter NameError via TYPE_CHECKING import and quoted annotation. These are separable changes and should not be merged as duplicates." } ] }, @@ -21734,7 +21658,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21800,7 +21724,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21874,8 +21798,8 @@ "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:44071|pull_request:44086", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", @@ -21913,400 +21837,346 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "086b30c1969df623fea5bf58453602f00a2f421a3322b3bda7366db6bd99737a", + "prepared_review_unit_hash": "ddb3990a0ae977633fdd1ea88ed8500b9bae1dcd00e0ba3ad20eac6acff90e36", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of per-model refactors for standardized output tracing, not true duplicates of one another. The only clear duplicate-like groups are the GPT-Neo variants and the GPT-J/CodeGen variants.", - "confidence": 0.79, + "summary": "This cluster is mostly a set of separate, model-specific output-tracing refactors, not one duplicate stack. The only clear duplicate subgroup is the GPT-Neo pair, and the GPT-J/CodeGen variants around 44066/44085/44722 look like the same core refactor.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the clearest representative of the repeated GPT-J/CodeGen output-tracing refactor: it touches the same concrete code path as the close GPT-J variants and is the most consolidated version of that change.", + "canonical_pr_reason": "44722 is the best canonical PR for the GPT-J/CodeGen subgroup: it covers the same GPT-J output-tracing change as 44066/44085 and is the broadest, most complete version of that refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single PR to represent the cluster because it matches the shared standardized-output-tracing change on GPT-J/CodeGen and appears to subsume earlier GPT-J-only iterations.", + "best_pr_reason": "44722 is the strongest representative of the only obvious duplicate family in this cluster; the remaining PRs are distinct model migrations rather than duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (FNet/CVT vs GPT-J); only the general refactor theme matches." + "reason": "Different model families (CVT/FNet vs GPT-J); same refactor theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model implementations (FNet/CVT vs DeBERTa); shared umbrella issue is not enough." + "reason": "Different models and code paths; both are just standardized output-tracing refactors." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target the same GPT-J output-tracing refactor in the same code path." + "reason": "Same GPT-J output-tracing refactor on the same code path; 44066 only adds the copied CodeGen block, so one PR could subsume the other." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and distinct refactors (RegNet/ResNet vs EfficientNet)." + "reason": "ResNet/RegNet/RT-DETR ResNet vs EfficientNet; unrelated model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing is unrelated to the GPT-J/CodeGen refactor." + "reason": "EfficientNet vs GPT-J/CodeGen; same migration style, not the same bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and code paths; only the standardized-output-tracing theme overlaps." + "reason": "Unrelated model files and code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate implementations with separate changes." + "reason": "MobileNetV2 vs DeBERTa; not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same theme, different concrete change." + "reason": "GPT-J/CodeGen vs MGP-STR; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path." + "reason": "Same GPT-Neo output-tracing refactor on the same model file and tests; these could plausibly be one PR." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; unrelated code paths." + "reason": "GPT-J/CodeGen vs MPT; only a shared refactor pattern." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; similar refactor pattern but not the same change." + "reason": "GPT-J/CodeGen vs GPT-Neo; not the same concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor is separate from the GPT-J/CodeGen change." + "reason": "ResNet vs GPT-J/CodeGen; different model implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + "reason": "MGP-STR vs GPT-J/CodeGen; unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different models; not the same bug/change." + "reason": "ResNet vs GPT-J; same migration theme only." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; only a high-level refactor pattern overlaps." + "reason": "GPT-Neo vs ResNet; unrelated models." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate backbones and changes." + "reason": "ResNet vs MPT; different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same family of work, but not the same change." }, { "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; unrelated model code." + }, + { + "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "MPT vs GPT-J/CodeGen; different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different model code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and GPT-J refactors are unrelated concrete changes." + "reason": "GPT-Neo vs MGP-STR; unrelated changes." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; same theme only, not same code path." + "reason": "GPT-Neo vs MGP-STR; not the same underlying bug." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model changes." + "reason": "GPT2 vs MGP-STR; different model families." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 refactor is separate from GPT-J/CodeGen." + "reason": "ViLT vs Flaubert/XLM; same refactor style only." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated changes." + "reason": "Segformer vs LongT5; unrelated model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer output tracing is separate from GPT-J/CodeGen." + "reason": "Segformer vs GPT-J/CodeGen; no shared concrete code path." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are different models and code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo vs MPT; same refactor theme, different concrete model." + "reason": "Segformer vs VisualBERT; different model code." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are unrelated model-specific changes." + "reason": "MPT vs MGP-STR; unrelated models." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBERT are different backbones with different code changes." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated implementations." + "reason": "RegNet vs VisualBERT; same subsystem theme only." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and LongT5 are separate model refactors." + "reason": "GPT2 vs MPT; different code paths." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet vs Flaubert/XLM; same theme only." + "reason": "MPNet vs Flaubert/XLM; not the same change." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and SegFormer are different model families." + "reason": "RegNet vs MPNet; unrelated model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are separate model-specific refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are different model implementations." + "reason": "MPT vs ImageGPT; different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 vs GPT-Neo; not the same underlying change." + "reason": "TextNet vs Flaubert/XLM; same refactor theme only." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-2 and MPT are unrelated." + "reason": "RegNet vs GPT-Neo; unrelated models." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are distinct models and changes." + "reason": "MPNet vs LongT5; different concrete refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and LongT5 are unrelated refactors." + "reason": "MPT vs SpeechT5; unrelated code paths." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated beyond the shared refactor style." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBert and MPT are different model-specific changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBERT are separate implementations." + "reason": "TextNet vs LongT5; not the same underlying change." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44019", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated." + "reason": "ResNet vs DeBERTa; only the output-tracing pattern overlaps." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa are different model paths." + "reason": "DeBERTa vs SpeechT5; different model implementations." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and TextNet are unrelated code changes." + "reason": "DeBERTa vs VITS; unrelated code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are separate model refactors." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are different models." + "reason": "FocalNet vs ImageGPT; same migration style, not a duplicate change." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated concrete changes." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader version of the same change." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa and VITS are different model implementations." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J refactor, and 44722 covers the same core change with extra breadth." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated changes." + "reason": "GPT-J vs SpeechT5; different models and code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet/ResNet are separate model refactors." + "reason": "Different model families; only the refactor pattern is shared." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model families." + "reason": "CVT/FNet vs SpeechT5; unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 do not share the same concrete change." + "reason": "DeBERTa vs SpeechT5; not the same bug or fix." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated model-specific PRs." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the consolidated version of the same refactor." + "reason": "DeBERTa vs VITS; different model code." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path." + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same broad task, different concrete changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the cluster: it correctly treats most PRs as model-specific output-tracing refactors and only flags the GPT-Neo and GPT-J/CodeGen lines as duplicate-like. The accepted soft-edge pairs also look mergeable as single bugfix PRs for the same model/code path. I did not see clear evidence of overstatement." + "feedback": "The summary and pair verdicts are grounded in the packet and stay conservative. The accepted pairs are supported by shared files and/or the same issue target, and they look mergeable as single PRs for the same refactor bugfix. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -22317,7 +22187,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 37, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22341,20 +22211,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "21f1920737972cca4865828b1075b6817ded57ed2c60a7cd56284dac8c681299", + "prepared_review_unit_hash": "4b30bc1a6cc25ec948452a2f97462c32a869f21ffbdba69f91b56d890eee9514", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84507, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -22363,42 +22233,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific refactors to the same general output-tracing mechanism, but they touch different code paths and are not duplicates of one another. The PRs span RegNet, SqueezeBert, MPNet, VisualBert, TextNet, and SpeechT5; they are thematically similar, not the same change.", - "confidence": 0.93, + "summary": "All items are pull requests for migrating different model implementations to the standardized output-capture/tracing helpers. They share a common theme, but they touch different model-specific code paths, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent the cluster, 44074 is the most complete example of the standardized output-tracing refactor pattern, with both implementation and tests. But there is no true duplicate PR here; the others are separate model migrations.", + "canonical_pr_reason": "44129 is the clearest standalone change with an explicit issue target and a concrete model-specific refactor; among this set it is the best representative PR, though it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "44074 is the best single PR to anchor the cluster because it is a self-contained refactor with test coverage and clearly demonstrates the pattern. Still, it should not be treated as a duplicate of the others.", + "best_pr_reason": "44129 has the strongest canonical signal (explicit linked issue, clear refactor scope, self-contained diff). The others are similar migration PRs but for different model classes and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models and different implementations. Same theme, not the same concrete change." + "reason": "Both are output-tracing refactors, but they target different models (VisualBert vs TextNet) and different forward paths; not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model code paths; the shared decorator refactor is broad subsystem similarity, not a duplicate bug or patch." + "reason": "MPNet and VisualBert are separate model implementations with distinct output-capture wiring; similarity is only at the refactor pattern level." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are independent migrations for different model files. They could not plausibly be merged as one duplicate fix." + "reason": "Different model families and code paths; these are parallel migrations, not one shared fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each implement model-specific output tracing updates; they are related refactors, but not the same underlying change." + "reason": "RegNet and SqueezeBert each update their own model internals for standardized output tracing; same theme, different concrete change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different architectures and code paths. The common output-capture theme is too broad for duplicate treatment." + "reason": "SqueezeBert and SpeechT5 modify unrelated model-specific forwards and tracing hooks, so they are not duplicates." } ] }, @@ -22412,7 +22282,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22478,12 +22348,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "a4464fd0579b7332d79e7103efc12e69e72d0f12a6e598427299ea5b04c8f104", + "prepared_review_unit_hash": "172d5ce99131b5786a79069b85170286c59145784f89184a24e2a1914c211f59", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, + "serialized_chars": 40177, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -22491,7 +22361,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, + "serialized_chars": 40177, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -22500,246 +22370,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of separate model-specific PRs that all follow the same output-tracing refactor pattern, but they do not fix the same concrete code path, so they should not be deduplicated together.", - "confidence": 0.87, + "summary": "All items are separate model-specific output-tracing refactors, not duplicates of the same concrete bug or change. The cluster is theme-similar but code-path distinct, so soft edges should be rejected.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative anchor: it has the broadest scope among the candidates and most clearly introduces the output-capturing/refactor pattern across related model files.", + "canonical_pr_reason": "PR 44003 is the most representative and substantial of the set: it touches two closely related Mamba implementations and adds the output-capturing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`) that the others follow in simpler form.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest single exemplar of the cluster theme because it is more infrastructural and multi-file than the other model-specific refactors.", + "best_pr_reason": "PR 44003 is the best cluster representative because it is broader than the single-file refactors and reflects the shared output-tracing migration pattern most clearly.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and files (timm_backbone vs upernet); same refactor theme, but not the same bug/change or mergeable into one PR." + "reason": "Same refactor theme, but different model implementations and files; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model code paths (timm_backbone vs vision_text_dual_encoder); similar tracing cleanup, but not a duplicate fix." + "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); only the refactor pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations (timm_backbone vs univnet); shared refactor pattern only, no shared underlying change." + "reason": "Separate model codepaths; this is not a duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and distinct forward/output paths; too broad to treat as one concrete change." + "reason": "Different model families and files; shared output-tracing idea is too broad to merge as duplicates." }, { "left": "pull_request:43998", - "right": "pull_request:44004", + "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and codegen are unrelated code paths; same refactor concept is not enough to merge them." + "reason": "Unrelated model implementations; same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model-specific refactors, not the same underlying fix." + "reason": "Different models (`mobilenet_v1` vs `univnet`); not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and files; both refactor output tracing, but not the same change." + "reason": "Same broad refactor pattern, but distinct model codepaths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything touch unrelated model stacks; no single shared code-path problem." + "reason": "Different models and different touched files; not duplicate work." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder/decoder and vision backbone implementations; only the refactor theme matches." + "reason": "Only the tracing refactor theme overlaps; the implementations are unrelated." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder are distinct model paths; not a duplicate PR." + "reason": "Different encoder-decoder wrappers and separate codepaths; not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models; same tracing refactor pattern, but not the same concrete bug/change." + "reason": "Both are output-tracing refactors, but for different model families with no shared concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model subsystems and files; these are separate refactors, not one mergeable fix." + "reason": "Different models and files; same thematic cleanup only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and Mamba-family output tracing changes are distinct code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "CodeGen and vision-text dual encoder are unrelated implementations; not duplicate enough for consolidation." + "reason": "Not the same underlying change; these affect different architectures and codepaths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and output types; the similarity is only at the refactor pattern level." + "reason": "Separate model-specific refactors; too broad to treat as duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are separate model implementations; no shared concrete bug or patch." + "reason": "Same migration pattern, but unrelated models." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Mamba/Falcon-Mamba output tracing and UnivNet output tracing are unrelated code paths." + "reason": "Distinct model implementations; no evidence of one concrete shared fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Depth Anything are different models with different forward semantics; not the same change." + "reason": "Different model families and files; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model codepaths; only the refactor style overlaps." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Falcon/Mamba-family refactors affect different model code paths; similar cleanup only." + "reason": "Different models and distinct changes; not the same underlying bug or feature." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family tracing changes and SuperPoint tracing changes are unrelated model-specific refactors." + "reason": "`mamba` refactor vs `superpoint` refactor; no shared concrete code-path problem." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Falcon/Mamba and CodeGen are different code paths; the common theme is too broad to duplicate." + "reason": "Different model families and implementations; same output-tracing theme is insufficient." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations with only a shared refactor pattern; not the same underlying fix." + "reason": "Different model families; not a duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated models, so this is not a duplicate change." + "reason": "Separate model codepaths with only superficial similarity." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen have no shared concrete code-path problem." + "reason": "Different models and codepaths; no duplicate bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model implementations; not the same concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are distinct model stacks; same output-tracing motif only." + "reason": "Both are output-tracing refactors, but for different encoder/decoder models and not one mergeable change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are unrelated changes, despite the same refactor style." + "reason": "Different model families; shared refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint touch different model families and output structures." + "reason": "`depth_anything` and `superpoint` are unrelated implementations; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are separate model-specific output changes, not one bug." + "reason": "Different codepaths and model architectures; same theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated forward-path refactors." + "reason": "Unrelated model-specific tracing refactors." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrappers but still distinct code paths and changes." + "reason": "Different models (`vision_encoder_decoder` vs `rwkv`); not the same change." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are different model families; no shared concrete fix." + "reason": "Similar wrapper pattern, but distinct modalities and codepaths; not a duplicate." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations and output contracts; not a duplicate PR." + "reason": "Different model families and files; no shared underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR modify different subsystems; only the general refactor pattern matches." + "reason": "Separate model implementations; same refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model paths and cannot be merged as one fix." + "reason": "Different encoder-decoder vs keypoint model code; not duplicate work." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are separate implementations with no shared bug or patch." + "reason": "Unrelated models; same tracing cleanup theme only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are distinct models; similar output refactor is insufficient for duplication." + "reason": "Different model codepaths and change scope." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths; not the same underlying change." + "reason": "Distinct models with no common concrete fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR do not share a concrete fix, only a generic refactor style." + "reason": "Different model implementations; not a duplicate PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model implementations; no evidence they fix the same bug." + "reason": "`rwkv` and `dpr` are unrelated; same output-tracing theme is too broad to accept." } ] }, @@ -22753,7 +22629,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22769,12 +22645,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "163e99c360e08893965a10d287a0964e4c96b9d09b90bc7b9d5c1e6dd7ccd975", + "prepared_review_unit_hash": "8c359ee409498d16c29436bb40e56114c47aed12011f75cba0c7d9438fa21ef2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22782,7 +22658,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22791,18 +22667,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests adding different model implementations: PenguinVL vs Voxtral TTS. They share some boilerplate files from Transformers model integration, but they target different models, code paths, and release scopes, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are two unrelated model-introduction PRs (PenguinVL vs Voxtral TTS). They overlap only on shared Transformers registration/docs plumbing, not on the same underlying code change or bug fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are unrelated model-addition PRs for different architectures and use cases.", + "canonical_pr_reason": "PR 45401 is the better canonical PR for the cluster only in the sense that it is more narrowly scoped and explicitly tied to issue 45027; however, it is still a separate model implementation from 44662 and not a duplicate of it.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the stronger representative of its own change because it has an explicit issue target and a more focused, model-specific implementation; however, it is still not a duplicate of 44662.", + "best_pr_reason": "PR 45401 is the strongest representative of its own change because it has an explicit issue target and a focused feature scope. PR 44662 is likewise a valid standalone model-addition PR, but it is not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different functionality: PenguinVL implementation vs Voxtral TTS support. Shared integration files are expected boilerplate and do not indicate the same underlying change." + "reason": "Different model integrations with different filenames, model classes, and goals. The shared auto-registration/docs edits are generic boilerplate and do not indicate the same underlying bug or change." } ] }, @@ -22816,7 +22692,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22832,7 +22708,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "f6a5defe977be2c1e320f46f45d27321cb3f39ae94791cc4134f81daf1a760fe", + "prepared_review_unit_hash": "36fd144b45053330692b34ddf75137fe5fd47a8b76351c5039e78fe4497b5258", "component_budget": { "node_count": 2, "item_count": 2, @@ -22854,18 +22730,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates. PR 44965 changes a workflow to convert PRs to draft, while PR 46845 changes CI branch routing and includes unrelated code/test edits in transformers internals. They do not appear to fix the same underlying problem.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one changes PR docs workflow behavior, while the other tweaks CI routing and makes an unrelated code edit in modeling_utils.py. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46845 is the better cluster representative because its title and diff are more specific and substantive, whereas PR 44965 is a vague workflow experiment with a very different purpose.", + "canonical_pr_reason": "PR 46845 is the better canonical representative because its title and diff are more specific and it contains the substantive CI-related change; PR 44965 has a vague title and a separate workflow edit with no clear overlap.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the best overall representative of the cluster: it has a clearer change scope and more informative context than PR 44965, which is just a draft/try workflow tweak.", + "best_pr_reason": "PR 46845 is the strongest single representative of the cluster: it has the clearer intent, broader evidence of a real change, and is more informative for triage than the loosely described PR 44965.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different change intents and code paths: 44965 alters a PR-documentation workflow to convert PRs to draft; 46845 adjusts CI caller configuration and touches modeling_utils/test files. They are not the same bug or change and would not plausibly merge into one PR." + "reason": "Different changes and code paths: 44965 rewrites the PR documentation workflow into a draft-conversion workflow, while 46845 adjusts CI workflow routing and adds an unrelated line in modeling_utils.py. They do not look like the same bug or mergeable duplicate fix." } ] }, @@ -22879,7 +22755,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22895,12 +22771,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d5c30e2ac99ef9acf4f4caa8924ac452df2a8c38b19bb8cdf8218c0f24879b6d", + "prepared_review_unit_hash": "00d57ac4202adc86bf60b174b45d1f6243f4081b0c04b7b3f1bec3b3d873d4d6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22908,7 +22784,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22917,18 +22793,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in theme but not duplicates: #44979 adds a general Module Fusion API, while #45363 wires n-to-1 kernel fusion into KernelConfig/model loading and integrations. They address different code paths and scopes.", - "confidence": 0.88, + "summary": "Both PRs are about fusion, but they target different layers: #44979 adds a generic module-fusion API and tests, while #45363 wires n-to-1 kernel fusion into KernelConfig/model loading with an example. They are related, but not duplicates of the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the broader foundational API change and is the better representative anchor for the fusion work; #45363 is a separate, more specific integration layer built around kernel config.", + "canonical_pr_reason": "#44979 is the more foundational and self-contained change: it introduces the generic Module Fusion API and test coverage, whereas #45363 is a later, feature-specific KernelConfig integration built on a different path.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the most central PR in the cluster because it defines the core module-fusion abstraction that later kernel-fusion work can build on.", + "best_pr_reason": "#44979 is the best representative for the cluster because it defines the underlying fusion abstraction rather than a specific application of it.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the fusion concept, but #44979 introduces a standalone module-fusion API while #45363 implements KernelConfig-driven n-to-1 kernel fusion and integration changes; different concrete changes, so not a duplicate." + "reason": "Reject: #44979 implements a generic module fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and touches different integration points; they are related but not the same concrete change and would not plausibly be merged into one PR." } ] }, @@ -22942,7 +22818,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22958,7 +22834,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "afb6fc13f25b211b7565f3437cef3a26f257c2def990aa4d569cbd81223c33ab", + "prepared_review_unit_hash": "b02cbe891a4de78212f42d15ca10bffc7dded6e8f7ebd18951e4271c98162045", "component_budget": { "node_count": 2, "item_count": 2, @@ -22980,18 +22856,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` / Mistral regex patching path and make the same code change in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it adds tests and has a clearer fix description.", - "confidence": 0.97, + "summary": "Both PRs implement the same Mistral regex patch in the same file, with 45317 adding test coverage for the same fix. They look like duplicate fix attempts for the same underlying AttributeError.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but also adds test coverage and has the clearer, more specific title.", + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it contains the same code change as 45086 plus a regression test, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest overall candidate since it appears to be the fuller, more review-ready change for the same underlying bug, with tests included.", + "best_pr_reason": "pull_request:45317 is the best PR candidate because it fixes the same concrete bug and includes test coverage, while 45086 is just the code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same concrete code path; the diffs are effectively the same fix in `tokenization_utils_tokenizers.py`, so these look like duplicate/overlapping PRs that could be merged into one." + "reason": "Same target issue, same modified code path, and the diff shows the same AttributeError fix; 45317 only adds tests, so these are duplicate implementations of the same change." } ] }, @@ -23005,7 +22881,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23013,56 +22889,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45115-3", + "cluster_id": "cluster-45115-2", "nodes": [ "pull_request:45115", - "pull_request:45569", - "pull_request:46565" + "pull_request:45569" ], "soft_pairs": [ - "pull_request:45115|pull_request:45569", - "pull_request:45569|pull_request:46565" + "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "07a6e5d61077851e42edb3db08246601a86ec1617e7a8424d4904473884380dc", + "prepared_review_unit_hash": "c9a7aef39b22ceba346ce49abb22868f71e8231528e90a2686b358c716d11f35", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 9557, - "estimated_input_tokens": 2390, - "estimated_eval_tokens": 5036 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 9557, - "estimated_input_tokens": 2390, - "estimated_eval_tokens": 5036 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are about Nemotron H architecture work, but they target different changes; the third is a separate Nemotron 3.5 ASR streaming feature. The shared files are mostly auto-registry plumbing, not evidence of the same concrete fix.", - "confidence": 0.87, + "summary": "These PRs are related but not duplicates: one is a conversion/refactor pass for NemotronH inheritance and key mapping, while the other is a broader model split/registration/doc update for NemotronH, Dense, and Sparse variants.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR in this set is a true duplicate of the others. If forced to pick a representative for the Nemotron H subcluster, #45569 is the broadest model-family change, but it is still distinct from #45115 and unrelated to #46565.", + "canonical_pr_reason": "PR #45569 is the more canonical representative because it implements the larger end-to-end NemotronH restructuring, including new dense/sparse model packages, auto-mapping, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest representative of the Nemotron H work because it covers the full model split/refactor and associated docs/tests, but it should not be treated as a duplicate canonical PR for the whole set.", + "best_pr_reason": "PR #45569 is the best overall fit for the cluster since it covers the full public-facing model organization change; PR #45115 is a narrower internal conversion/refactor change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Same model family, but different scope: #45115 is a conversion/mapping and inheritance refactor for NemotronH, while #45569 is a broader 'proper Nemotron H and 3 and 2' model split with docs/tests. Shared filenames are mostly registry/model scaffolding, not the same concrete change." - }, - { - "left": "pull_request:45569", - "right": "pull_request:46565", - "accept": false, - "reason": "Both touch auto/modeling registry files, but they address different products and behavior: Nemotron H model refactoring versus Nemotron 3.5 ASR streaming. This is broad subsystem overlap, not the same fix." + "reason": "Related NemotronH work, but not the same underlying change: #45115 focuses on conversion mapping and inheritance refactor, while #45569 splits out dense/sparse variants and updates docs/model registration. They could not realistically be merged into one single PR without conflating separate scopes." } ] }, @@ -23076,7 +22944,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23092,12 +22960,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "45666f1f13d03e05973aa691ad29e6bdf6436753cb12a78438a95ba2014d2f3c", + "prepared_review_unit_hash": "6e4837066af0dbd11094225a427bae083dc17b14bf83ac771077805a9cf0d10a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5954, + "serialized_chars": 5953, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -23105,7 +22973,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5954, + "serialized_chars": 5953, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -23114,18 +22982,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related feature work, but they are not duplicates: #45333 is a config-only slice, while #45332 includes both configuration and the broader modeling/runtime integration needed for full heterogeneous model support.", - "confidence": 0.91, + "summary": "These PRs overlap on heterogeneous/per-layer configuration work, but they are not the same concrete change: #45333 is config-only, while #45332 adds broader modeling/runtime support too.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the better canonical PR because it covers the full heterogeneous-model feature, including per-layer config plus modeling/runtime integration; #45333 is a narrower config-only subset.", + "canonical_pr_reason": "#45332 is the better canonical PR because it implements the broader end-to-end heterogeneous model feature, including the config work plus modeling/runtime integration.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest standalone PR since it addresses the complete end-to-end code path, not just the configuration layer.", + "best_pr_reason": "#45332 is the strongest representative of the cluster since it covers the full feature scope rather than only the configuration subset.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same concrete change: #45333 only adds per-layer config support, while #45332 also adds model execution/integration changes across masking, cache, and heterogeneous modeling utilities. They would not cleanly collapse into one PR." + "reason": "Related feature work, but not merge-equivalent: #45332 includes additional modeling/cache/masking changes beyond the per-layer configuration support in #45333." } ] }, @@ -23139,7 +23007,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23155,40 +23023,40 @@ "soft_pairs": [ "pull_request:45346|pull_request:46818" ], - "prepared_review_unit_hash": "7ec9f414728d4d1ec5ecfe4d00101a791f39ef237fabb3f855d37679d168f732", + "prepared_review_unit_hash": "146fb196678abd4f4bd0d659f71b94723dd7c5fd130cbb2a018d04a75b0f71f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5592, - "estimated_input_tokens": 1398, - "estimated_eval_tokens": 3052 + "serialized_chars": 5602, + "estimated_input_tokens": 1401, + "estimated_eval_tokens": 3058 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5592, - "estimated_input_tokens": 1398, - "estimated_eval_tokens": 3052 + "serialized_chars": 5602, + "estimated_input_tokens": 1401, + "estimated_eval_tokens": 3058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch MoE routing, but they fix different problems: one is a test-focused regression check for router logits, the other is a broad EP/DeepGEMM and FP8-scale contract change across many models. They are related in subsystem, not duplicates.", - "confidence": 0.96, + "summary": "The two PRs both involve MoE/router behavior, but they fix different bugs in different code paths: one is a narrow double-softmax regression in Mixtral/Qwen2-MoE, the other is a broad expert-parallel router contract and FP8 scale-format fix across many models. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46818 is the better canonical PR because it contains the substantive code-path fix and broader cross-model contract work, while pull_request:45346 is mostly a narrow regression-test addition.", + "canonical_pr_reason": "PR 46818 is the broader, more central router/EP fix and better represents the cluster\u2019s main architectural theme; PR 45346 is a much narrower test-driven regression fix for a specific softmax mistake.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46818 is the strongest representative of the cluster: it fixes a concrete runtime/kernel contract issue with implementation changes across the affected stack, not just a test assertion.", + "best_pr_reason": "PR 46818 is the best representative because it spans the larger production change surface and addresses a core runtime contract across multiple models, whereas PR 45346 is limited to two model tests and a specific router-logits regression.", "soft_edge_verdicts": [ { "left": "pull_request:45346", "right": "pull_request:46818", "accept": false, - "reason": "Not the same underlying change. 45346 targets a double-softmax/router_logits regression in Mixtral and Qwen2-MoE tests, while 46818 fixes EP router contract and FP8 scale handling across many models and kernels. They are related but not mergeable into one PR." + "reason": "Both concern MoE routing, but 45346 fixes double-softmax on router logits in specific models, while 46818 changes expert-parallel router contracts and FP8 scale handling across many models. Different bugs and not plausibly one merged PR." } ] }, @@ -23202,7 +23070,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23218,7 +23086,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "4c906aad28e83f7bda1e8f7a96b0f7bc83d45303145c7ea9edf4fde686f24c3f", + "prepared_review_unit_hash": "146eac1c402366a4f96c093bbff12e0db6240a59587a8fd2c90b99d3e302db7c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23240,18 +23108,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both artifacts are typing-related PRs in transformers, but they address different changes: PR 45415 is a broad type-checking sweep across many modules and config, while PR 45425 adds specific typing aliases/protocols for modeling_utils/PEFT and a few related helpers. They overlap in theme and a few files, but not in the same underlying fix/change.", + "summary": "These are both typing-related PRs, but they address different scopes: one is a broad repository-wide type-checking sweep, while the other adds specific typing protocols/helpers and updates a few concrete integrations. They do not look like the same underlying change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more central typing effort: it updates type-checking configuration and applies annotations across many core modules, making it the best representative of the cluster.", + "canonical_pr_reason": "PR 45425 is the better canonical PR because it is a focused typing change centered on `_typing.py` and a small set of related integrations, rather than a wide type-checking sweep across many unrelated files.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the better cluster representative because it covers the larger cross-cutting type-checking pass; PR 45425 is a narrower typing cleanup focused on specific protocols and aliases.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it is the more coherent, specific change; PR 45415 is a broad cleanup-style type-checking pass and is not the same concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not treat as duplicates: 45415 is a repository-wide type-checking sweep, while 45425 introduces targeted typing protocols/aliases for modeling_utils and PEFT. They share the same broad subsystem but not the same concrete change or bug." + "reason": "Both concern typing, but 45415 is a broad type-checking pass across many files, while 45425 adds specific typing protocols and targeted model/integration adjustments. They are related in theme, not the same bug or mergeable change." } ] }, @@ -23265,7 +23133,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23281,7 +23149,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "988641df1990ade31881bedb165611851a24dd6e35dc9c23d0301801dd9ba012", + "prepared_review_unit_hash": "253bd8f5ce2f996863ad6160fdfb8af4f5fa9bc6273550df77a673219d5cd35a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23303,18 +23171,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch EP/loading internals, but they address different bugs and code paths: one is about ZeRO-3/accelerate launch config serialization, the other about FSDP2 expert parameters being overwritten during loading. They should not be collapsed as duplicates.", - "confidence": 0.94, + "summary": "The two PRs both touch expert-parallel model loading, but they fix different failure modes: one is about loading via accelerate/DeepSpeed ZeRO-3 and serialized distributed config, the other is about FSDP2/rank-0 broadcast overwriting expert parameters. They are related, but not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a concrete EP/FSDP2 loading overwrite bug with relevant loader and MoE changes; PR 45548 fixes a separate ZeRO-3/accelerate-launch issue and is not the same change.", + "canonical_pr_reason": "PR 45662 is the better representative because it targets a more concrete runtime corruption path and includes the broader distributed loading fixes; 45548 is narrower and focused on accelerate/ZeRO-3 configuration handling.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest single PR here: it fixes a specific, user-visible EP correctness bug across the actual loading path. PR 45548 is narrower and addresses a different mechanism, so it is not the best cluster representative if only one must be chosen.", + "best_pr_reason": "PR 45662 is the strongest standalone PR in the cluster: it addresses a specific expert-parameter overwrite bug with direct code-path changes, making it the clearest representative of the underlying EP loading class of issues.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying problems: 45548 removes serialized config state and adds an EP flag for DeepSpeed ZeRO-3/accelerate launch loading; 45662 prevents expert parameters from being overwritten during FSDP2 loading and adds DTensor/post-shard handling. Shared EP context and one filename are not enough to treat them as the same fix." + "reason": "Different root causes and fixes: 45548 handles EP + DeepSpeed ZeRO-3 loading/serialization, while 45662 fixes expert parameters being overwritten after rank-0 broadcast under FSDP2. Shared subsystem only, not the same concrete bug." } ] }, @@ -23328,7 +23196,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23344,40 +23212,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7dbd890a6fe9900f010eeb99f5dbf8466028115aa0dff47fb40cfe75ac0a4b84", + "prepared_review_unit_hash": "0749dad4c19e568caa04294559593f292241e53627835558a68c0bdfb28d6203", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4669, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4669, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-safe captured_info logging problem, with #45645 extending the core fix into CI log aggregation. They are closely related and plausibly mergeable as one change.", - "confidence": 0.87, + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils, with 45645 extending the core fix to CI log collection. They are close enough to be treated as duplicates/one combined change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the more complete fix: it includes the worker-safe output-file change plus workflow updates to collect multiple captured_info artifacts, matching the full bug-fix scope.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe logging fix plus the CI workflow update needed to consume multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is best suited as the representative because it addresses the core xdist collision and the CI-side log preservation needed for the fix to work end-to-end.", + "best_pr_reason": "PR 45645 is the most complete implementation of the underlying bug fix: it updates the output path behavior and the workflow that reads those artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info/xdist collision fix, and #45645 effectively subsumes #45639 with compatible changes in the same code path and adjacent CI handling." + "reason": "Same underlying xdist collision problem for captured_info artifacts; 45645 is a superset of 45639's fix and could plausibly be merged as one PR." } ] }, @@ -23391,7 +23259,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23407,7 +23275,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "48138356ea5ea0417de558255f46a6a0d78e188a2baca0299297b9a63303b21e", + "prepared_review_unit_hash": "88d2cd699b1f8bd28b149d5346aaf019b9f8a6fbdbf67e2bdd7fe3d40f16de0f", "component_budget": { "node_count": 2, "item_count": 2, @@ -23429,18 +23297,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both linter/chore changes in transformers, but they target different rules and different underlying code paths: TRF003 changes model forward signatures/return behavior, while TRF018 changes model weight initialization logic. They are not duplicates.", - "confidence": 0.96, + "summary": "These PRs are not duplicates: one implements TRF003 tuple-return handling across model forwards, while the other adds TRF018 weight-initialization modeling rule changes. Shared transformer filenames are broad and incidental, not evidence of the same fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46259 is the better anchor: it is the larger, more discussed PR and represents a concrete TRF018 modeling-rule implementation across many affected models.", + "canonical_pr_reason": "No canonical PR: they address different lint rules and different code paths.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46259 is the strongest representative of the cluster because it has broader scope and more activity, even though it is not the same change as the other PR.", + "best_pr_reason": "No single best PR for duplication triage; neither PR is a plausible merge target for the other.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different fixes: one adjusts forward return handling via can_return_tuple, the other rewrites weight initialization behavior. They do not fix the same bug and would not plausibly merge into one PR." + "reason": "Different underlying changes: TRF003 forward/return_dict refactor vs TRF018 _init_weights modeling rule. They do not fix the same concrete bug and would not be merged as one PR." } ] }, @@ -23454,7 +23322,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23520,7 +23388,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23536,7 +23404,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "1e4233ad0485f2ec594560e12a5d804485e1a2d12f305f4ecf3806bacd5a49db", + "prepared_review_unit_hash": "1cec73a91b00e4ce95441106a6111f1ca7e84e9f5edd864bb4674e974ca2adcb", "component_budget": { "node_count": 2, "item_count": 2, @@ -23558,18 +23426,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a mixed CI/telemetry and model-config tweak PR, while the other is a test-migration PR adding DDP/kernel test scaffolding. They target different code paths and purposes.", - "confidence": 0.92, + "summary": "The two PRs are not duplicates: #45932 is a mixed CI/telemetry workflow plus model code tweaks, while #46100 is a test migration adding new kernel/model tests and DDP config. They touch different concrete changes and would not realistically be merged into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs are unrelated in purpose and should be triaged independently.", + "canonical_pr_reason": "No clear canonical PR: the two pull requests address different workstreams (CI/model changes vs. test migration) rather than the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the more coherent, self-contained change set, with a clear test-migration theme and focused file set.", + "best_pr_reason": "Neither PR is a strong duplicate canonical; if forced, #46100 is the cleaner self-contained test migration, while #45932 is a mixed-purpose change with workflow and model edits.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the overlap is only broad test/CI infrastructure. #45932 changes CI secrets plus multiple model implementation/config files, while #46100 adds DDP test config and model test migrations; they do not fix the same concrete bug or merge cleanly into one PR." + "reason": "Different underlying changes: #45932 adds CI secrets/workflow updates and several model code edits, whereas #46100 adds kernel/model tests and DDP test config. They do not fix the same code-path problem and should not be merged as one PR." } ] }, @@ -23583,7 +23451,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23599,7 +23467,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "947caf11a96f74d4f4fe699ee22610e5da33f60e38235a223bcdc27668858ec7", + "prepared_review_unit_hash": "1a74730ebd4c39dd08fad58602c20cda6dcfef68e0fb84c9e8b172653aafd2b2", "component_budget": { "node_count": 2, "item_count": 2, @@ -23621,18 +23489,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs share some distributed-files overlap, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch-base PR spanning many unrelated areas. Not a duplicate pair.", - "confidence": 0.92, + "summary": "These are not duplicates. PR #46126 is a focused EP/Trainer integration change for distributed tensor-parallel/MoE routing, while PR #46269 is a broad distributed-branch base refactor touching many unrelated distributed subsystems and CI setup.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained code change: it targets EP routing/tensor-parallel behavior and trainer integration. PR #46269 is too broad and spans multiple distributed features, so it is not a good canonical representative for this cluster.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the more self-contained, feature-specific PR; #46269 is a wide-ranging base/integration branch with many unrelated edits, so it is not a good canonical representative for a duplicate cluster.", + "best_pr_reason": "PR #46126 is the best representative because it has a clear concrete purpose and narrower scope, making it the most likely underlying change users would want to track or deduplicate against.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames reflect the same subsystem, but the PRs target different scope and likely different changes. #46126 adds EP/Trainer integration; #46269 is a broad distributed branch-base update. Not mergeable as one concrete fix." + "reason": "Different change sets and scopes. #46126 implements EP routing and trainer integration in distributed tensor-parallel code; #46269 is a broad distributed branch base with FSDP CI and many unrelated file edits. Shared filenames alone do not indicate the same bug or mergeable PR." } ] }, @@ -23646,7 +23514,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23698,208 +23566,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "2ba279f0cd9a159351bc79bd58761fb588b0345edbc05b72f9406f7ff06090dd", + "prepared_review_unit_hash": "aadeb38fb5008aeb9805dd5aa6ad506d68d5a974f270bdaef6082b853f996610", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25909, - "estimated_input_tokens": 6478, - "estimated_eval_tokens": 13212 + "serialized_chars": 25932, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25909, - "estimated_input_tokens": 6478, - "estimated_eval_tokens": 13212 + "serialized_chars": 25932, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated workflow chore updates. The only strong cluster is the pr-ci-security-gate.yml group, but the individual PRs make different follow-up changes to that workflow rather than duplicating the same fix, so none should be merged as duplicates.", - "confidence": 0.96, + "summary": "All candidates are small workflow-maintenance PRs, but they are not duplicate changes. The only close cluster is the pr-ci-security-gate.yml series, and those PRs make different hardening edits rather than the same fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists here; pull_request:46554 is the closest representative because it makes the most substantive security-gate behavior change, while the others are separate workflow follow-ups or cosmetic edits.", + "canonical_pr_reason": "No single canonical PR: the set breaks into unrelated workflow edits, and even the pr-ci-security-gate.yml items are distinct follow-up changes rather than one duplicate PR.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 is the best single representative for the cluster because it contains the clearest functional change to CI/security behavior, but it still is not a duplicate of the other PRs.", + "best_pr_reason": "pull_request:46554 is the strongest standalone representative because it contains the core security-gate logic change; the others are narrower or orthogonal workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different changes: stdin handling in self-comment CI vs security checks in pr-ci-security-gate." + "reason": "Different workflow areas: self-comment-ci message piping vs security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow files and different behavior changes; not the same bug or fix." + "reason": "Unrelated workflow changes; one updates self-comment-ci, the other adjusts pr-ci-security-gate permissions." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow and unrelated change; one updates comment/IO handling, the other edits security-gate metadata/comments." + "reason": "No shared underlying bug; self-comment-ci scripting change vs security-gate comments." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different concerns; no shared underlying bug." + "reason": "Different fixes in different workflows; not the same change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and distinct fixes; no duplicate relationship." + "reason": "Unrelated workflow logic: stdin handling in one CI job vs commit-message detection in another." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark dispatch trigger; unrelated workflow behavior." + "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch trigger changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow and different fix scope; not the same underlying change." + "reason": "Different workflows and different concerns; SSH runner vs anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflows with separate fixes; no duplicate bug/change." + "reason": "SSH runner changes do not match assign-reviewers checkout ref fix." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and distinct CI/security changes." + "reason": "Different workflows; SSH runner secret handling vs pr-ci-security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; no shared concrete code-path problem." + "reason": "No duplicate relationship; SSH runner environment cleanup vs security-gate workflow permissions." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow maintenance, but they change different jobs and different behavior." + "reason": "Both are workflow edits, but they fix different jobs and different behaviors." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different edits; not duplicates." + "reason": "Distinct workflow changes: anti-slop permissions vs reviewer assignment checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Permission tweak in anti-slop vs shell quoting change in build-ci; unrelated." + "reason": "Different CI workflows and different concrete fixes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated changes; no same bug/fix." + "reason": "No shared code path or same bug; anti-slop permission move vs security-gate overhaul." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref vs benchmark trigger logic; unrelated changes." + "reason": "Reviewer checkout ref fix and benchmark dispatch support are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and distinct fixes; no duplicate issue." + "reason": "Different workflows and different change types; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Separate workflow concerns with no shared underlying bug." + "reason": "Assign-reviewers checkout target vs security-gate logic are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support vs shell quoting in build-ci; different behavior and code paths." + "reason": "Benchmark dispatch trigger and build-ci commit-message handling are separate fixes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and distinct functional changes; not the same fix." + "reason": "No underlying shared bug; benchmark workflow vs security-gate workflow." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci command quoting vs pr-ci security-gate logic; unrelated changes." + "reason": "Different files and problems: build-ci tag selection vs security-gate enforcement." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and separate concerns; not duplicates." + "reason": "Commit-message quoting fix is unrelated to pr-ci-security-gate permissions." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci Docker workflow tweak vs security-gate comments only." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different change; not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different follow-up changes: 46554 adds file-change checks; 46558 adjusts permissions and approval gating. Separate changes, not one bug." + "reason": "Same workflow file, but different concrete fixes: one adds security checks, the other changes permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "46563 only adds explanatory comments around the reusable workflow; it is not the same functional change as 46554." + "reason": "Security-gate logic change vs explanatory comments; not the same underlying bug." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "46554 adds security checks; 46716 removes inherited secrets. Related area, but different concrete change." + "reason": "Different hardening changes in the same file, but not the same change or bug." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both touch the same workflow, but one changes permissions/flow and the other only adds comments; not duplicates." + "reason": "One changes workflow permissions/guarding, the other only adds notes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different changes to the same workflow file, but not the same underlying fix." + "reason": "Different security-gate edits: permissions/approval condition vs secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification vs secret-handling change; different code-path implications." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Unrelated workflow changes; shell quoting in build-ci is not the same as security-gate documentation." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflows and different fixes; no duplicate relationship." + "reason": "Comments are not the same change as switching secrets: inherit to secrets: {}." } ] }, @@ -23913,7 +23781,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23929,7 +23797,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "9457daa1303d16f074950aacb32d4f2bf4200366673a83033de743592047f4e8", + "prepared_review_unit_hash": "c05412b0165880f252ac3b4702606c639a190abef943d35b2266730693ab8dff", "component_budget": { "node_count": 2, "item_count": 2, @@ -23951,18 +23819,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both replace direct file-source reads, but they target different code paths in different modules: one in import_utils.py and one in modeling_utils.py. They are related by implementation theme, not by the same underlying bug or change, so they should not be deduplicated.", - "confidence": 0.92, + "summary": "Both PRs are about avoiding direct file-open source inspection, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the clearer, more self-contained fix: it updates _can_set_attn_implementation in modeling_utils.py and includes tests, making it the better representative of this cluster.", + "canonical_pr_reason": "46152 is the better representative of the cluster\u2019s shared theme because it updates a core utility to avoid self-source file reads; 46207 is a separate model-specific heuristic change.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone candidate because it has a precise title, a concrete behavioral change, and test coverage; PR #46152 is a separate source-handling refactor in a different subsystem.", + "best_pr_reason": "PR 46152 is the strongest overall cluster representative: it is a self-contained infrastructure fix in import_utils.py, whereas 46207 addresses a different, narrower attention-implementation check in modeling_utils.py.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open() on source text, but they fix different mechanisms in different files (_resolve_traversable in import_utils.py vs _can_set_attn_implementation in modeling_utils.py). They are not the same concrete change and would not plausibly be merged as one PR." + "reason": "Same broad motif (source-reading without open()), but different modules, different behaviors, and different bug fixes; they do not look like one underlying change." } ] }, @@ -23976,7 +23844,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24039,7 +23907,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24055,12 +23923,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "d99d301922a23124d58f196ed7583d655036c89bf854806f3c5de7dab81e748f", + "prepared_review_unit_hash": "d672f60d46b09eda7668f7d7ae56257306b52f009d3a50a118dd72cad5139b1f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24068,7 +23936,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24077,18 +23945,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs implement the same Moonshine streaming sliding-window boundary fix (include the rightmost token with <= instead of <) and point to the same tracking issue. PR #46546 is the more complete version because it also updates the Gemma4 copy and adds tests.", - "confidence": 0.98, + "summary": "Both PRs address the same off-by-one bug in the sliding-window right boundary (`-dist <= right_window_size` vs `<`) for Moonshine streaming. PR 46546 is the broader, later fix and also covers Gemma4 plus tests.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#46546 is the best canonical PR: it covers the same boundary bug in Moonshine streaming, also patches the mirrored Gemma4 implementation, and includes tests.", + "canonical_pr_reason": "PR 46546 is the stronger canonical PR: it fixes the same boundary bug in Moonshine streaming, extends the fix to Gemma4, and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "#46546 is the strongest representative of the fix because it is more complete and test-backed, while #46310 is a narrower subset of the same change.", + "best_pr_reason": "PR 46546 is the best overall candidate because it addresses the bug in more than one affected model and adds tests, making it the most complete fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying bug fix: the right-window mask boundary changes from < to <= in the same code path, and both target issue 46305." + "reason": "Same concrete off-by-one right-window boundary fix in Moonshine streaming; 46546 contains the same fix and could plausibly absorb 46310." } ] }, @@ -24102,7 +23970,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24118,7 +23986,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "bfe4608e28752032ee3d9994e11bb25849b445be9f24d8cd39a37508d10e29ca", + "prepared_review_unit_hash": "aacc42ad81b99f81b2a604dd6b7daab433881ef85a95a94ff2575284a3c943ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -24140,18 +24008,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model, docs, processors, and tests. They do not appear to fix the same code-path problem and should not be merged as duplicates.", + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model stack and documentation. They do not fix the same code path and should not be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a self-contained model addition with a clear feature boundary, while #46376 is a draft, broad infrastructure change.", + "canonical_pr_reason": "PR 46417 is the more self-contained, fully scoped feature addition with broader implementation and test coverage, making it the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the best representative of the cluster since it has a concrete, standalone scope and a clear title; #46376 is broader, draft, and about a different subsystem.", + "best_pr_reason": "PR 46417 is the strongest standalone PR in the set because it introduces a complete new model integration rather than a narrower subsystem change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes: #46376 targets continuous batching multimodal support in generation infrastructure, while #46417 adds a new HunYuan VL model stack and documentation. They touch different code paths and are not plausibly one merged PR." + "reason": "Different features and code paths: continuous batching multimodal support vs. HunYuan VL model integration. Shared model-related language is too broad to indicate the same underlying change." } ] }, @@ -24165,7 +24033,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24181,12 +24049,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "8c3d7f3bf47189d93f54b6861d13f66b484b238d53eb860ab88ba063b29353a0", + "prepared_review_unit_hash": "896decb3ce70d216d85dd82e15c231f34d56d55142ee8e91b5e1b572d93902cd", "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 }, @@ -24194,7 +24062,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24203,18 +24071,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one fixes CodeLlama decode behavior by moving tokenizer decoder setup, while the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They should not be clustered as duplicates.", + "summary": "These two open PRs are about different tokenizer bugs in different model families, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs address different bugs in different code paths (CodeLlama decode stripping vs AutoTokenizer checkpoint-class routing).", + "canonical_pr_reason": "No canonical PR: 46574 fixes CodeLlama decode stripping, while 46580 fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class misloading; they touch different code paths and problems.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster because the items are not duplicates and do not represent the same change.", + "best_pr_reason": "46574 is the cleaner self-contained fix, but there is no single best PR for the cluster because 46580 addresses a separate tokenizer-loading issue.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems: PR 46574 fixes CodeLlama decoding of real leading spaces, while PR 46580 fixes incorrect tokenizer-class loading for specific DeepSeek checkpoints. They touch separate subsystems and would not plausibly be merged as one PR." + "reason": "Different bugs: one changes CodeLlama decode behavior, the other changes auto-tokenizer checkpoint routing for DeepSeek models; they would not merge into one PR." } ] }, @@ -24228,7 +24096,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24244,7 +24112,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "370866d0d5fe2b99e8381b5812337b550cad9b09b044f660d68867d6b5ef9ad0", + "prepared_review_unit_hash": "10aa40128a55913f664618a062dd403fed90427fdd923017a6dd57dcb14613c7", "component_budget": { "node_count": 2, "item_count": 2, @@ -24266,18 +24134,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mistral-related PRs touch many of the same files, but they are different changes: one is a refactor/move of `MistralConverter`, the other adds tekken tokenizer detection, conversion, and save utilities. They are not duplicates.", - "confidence": 0.96, + "summary": "These are related Mistral tokenizer-area PRs, but they address different changes: one refactors/moves the existing Mistral converter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the more substantive change set: it adds new tokenizer behavior and utilities, while 46603 is mainly a code move/refactor for the existing Mistral converter.", + "canonical_pr_reason": "pull_request:46603 is the more mature, non-draft PR and is a self-contained refactor of existing Mistral conversion code into the integrations package; it has stronger review activity and is easier to treat as the representative Mistral PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 is the best representative of the cluster because it delivers the concrete functional change; 46603 is a supporting structural refactor rather than the main feature work.", + "best_pr_reason": "pull_request:46603 is the best representative PR for the cluster because it is concrete and more settled; pull_request:46604 is a separate feature addition around tekken tokenizer support, not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: 46603 moves `MistralConverter` into the integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Same subsystem and shared files, but not the same underlying fix or a single mergeable PR." + "reason": "Different underlying changes: 46603 moves/organizes the existing MistralConverter code, while 46604 adds new tekken tokenizer detection/conversion/save behavior. They share a subsystem, but not the same concrete bug or fix." } ] }, @@ -24291,7 +24159,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24311,7 +24179,7 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46831" ], - "prepared_review_unit_hash": "77dac00a37c7e4e121f340e2b874a3ef41e3a21ce38fe752d8c1ac06bec7304c", + "prepared_review_unit_hash": "8a47bc8ae7730b2f1b65b6cf381b24e81380f7ec58dc86493717cb40e53fd6fd", "component_budget": { "node_count": 4, "item_count": 4, @@ -24333,30 +24201,93 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate PRs touching neighboring model/runtime areas, but they fix different bugs: chunked-prefill/speculative decoding in Mamba2-style mixers, a padding-mask condition bug in linear-attention models, QuantizedCache layer construction for hybrid SSM+attention models, and CPU offload hook handling for Qwen3.5/Qwen3-Next. The shared theme is cache/offload/linear-attention infrastructure, not the same underlying change.", - "confidence": 0.92, + "summary": "These pull requests are not duplicates; they fix different bugs in different code paths: Mamba-style cached decoding, padding-mask application in linear-attention models, QuantizedCache layer construction for hybrid models, and CPU-offload hook behavior in Qwen3.5/Qwen3-Next.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out. If one canonical PR must be chosen for the cluster, PR 46741 is the broadest cache-related fix and the earliest of the set, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR 46741 is the clearest representative fix: it targets a specific cached-decoding bug with an explicit single-token fast path and concrete model coverage/tests. The others address separate subsystems and failure modes.", "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the most central representative only in the loose sense that it addresses cache-dependent decoding logic in a core model implementation; however, it should not be used to subsume the others because their bugs and code paths are distinct.", + "best_pr_reason": "PR 46741 is the strongest standalone PR in the set because it describes a concrete code-path problem, has a focused fix, and includes model-specific validation. It is more self-contained than the broader or more infrastructure-oriented alternatives.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "46741 fixes single-step cached decoding in Mamba2/Zamba2/Nemotron-H paths, while 46781 changes QuantizedCache construction for hybrid layer types. Different failure modes and different code paths." + "reason": "Different failure modes: 46741 fixes cached decoding/state reuse in Mamba2-style mixers, while 46781 fixes QuantizedCache layer construction for hybrid SSM+attention models. They touch related caching code but not the same underlying bug." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "46741 is about chunked-prefill/speculative decoding state handling; 46773 fixes padding-mask application when batch size is 1 in linear-attention models. Same broad subsystem, but not the same bug." + "reason": "46773 is about padding masks being skipped for batch-size-1 linear-attention models; 46741 is about single-token cached decoding in Zamba2/Nemotron-H. Same broad area, but distinct bugs and fixes." }, { "left": "pull_request:46741", "right": "pull_request:46831", "accept": false, - "reason": "46741 updates cached mixer logic for specific model families; 46831 adds hook handling to prevent garbage generation under device_map CPU offload in Qwen3.5/Qwen3-Next. These are unrelated runtime issues." + "reason": "46741 addresses cached mixer state handling, while 46831 fixes device_map CPU offload by invoking the conv1d hook before forward in Qwen3.5/Qwen3-Next. Different code paths and root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46854-2", + "nodes": [ + "pull_request:46854", + "pull_request:46864" + ], + "soft_pairs": [ + "pull_request:46854|pull_request:46864" + ], + "prepared_review_unit_hash": "5c384516266980672de0d56b43ba32a955741a65586a16c14feb3c22a4df7c45", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3283, + "estimated_input_tokens": 821, + "estimated_eval_tokens": 1898 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3283, + "estimated_input_tokens": 821, + "estimated_eval_tokens": 1898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes a CTRL flex-attention BlockMask crash, the other fixes continuous batching for composite/multimodal configs. The soft similarity is superficial, so the pair should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46854 is the tighter single-bug fix with a concrete code-path change in CTRL generation, so it is the better representative among the two PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46854 is the clearest standalone fix: a small, localized guard in CTRL attention-mask handling for a specific crash.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46854", + "right": "pull_request:46864", + "accept": false, + "reason": "Different bugs in different subsystems: CTRL flex-attention mask handling vs continuous batching config resolution for multimodal models. They do not appear mergeable into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 01926658438dffbbcee22ed1481a8a0dbd6856dc..7e7371e46788095f028582f4059de435c780fefb 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260624t060017z", + "analysis_id": "hybrid-model-20260624t120028z", "archived_artifacts": { - "hybrid": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260624T060017Z/analysis-runs/hybrid-model-20260624t060017z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-24T06:06:45Z", + "published_at": "2026-06-24T12:11:40Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260624T060017Z", + "snapshot_id": "20260624T120028Z", "variant": "hybrid" } diff --git a/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.json b/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..17c1eabde56cc5d95fe1f6845a9212ba83750d03 --- /dev/null +++ b/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.json @@ -0,0 +1,2367 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260624T120028Z", + "generated_at": "2026-06-24T12:11:37Z", + "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": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45987-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #46858.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 46858, + "canonical_pr_number": 46173, + "issue_numbers": [ + 45987, + 46858 + ], + "pr_numbers": [ + 46173, + 46863 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46173, + "right_pr_number": 46863, + "code_similarity": 0.073, + "size_similarity": 0.304, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.079, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46159-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46780 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46174, + "right_pr_number": 46780, + "code_similarity": 0.841, + "size_similarity": 0.87, + "file_overlap": 1.0, + "area_overlap": 0.767, + "patch_similarity": 0.657, + "shared_filenames": [ + "src/transformers/models/aimv2/modeling_aimv2.py", + "src/transformers/models/d_fine/modeling_d_fine.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", + "left_ranges": [ + [ + 134, + 141 + ], + [ + 144, + 154 + ], + [ + 157, + 165 + ] + ], + "right_ranges": [ + [ + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 + ] + ] + }, + { + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", + "left_ranges": [ + [ + 631, + 638 + ], + [ + 641, + 651 + ], + [ + 654, + 662 + ] + ], + "right_ranges": [ + [ + 631, + 637 + ], + [ + 640, + 650 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/modeling_deimv2.py", + "left_ranges": [ + [ + 703, + 710 + ], + [ + 713, + 723 + ], + [ + 726, + 734 + ] + ], + "right_ranges": [ + [ + 703, + 709 + ], + [ + 712, + 722 + ], + [ + 725, + 731 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "left_ranges": [ + [ + 1551, + 1558 + ], + [ + 1561, + 1571 + ], + [ + 1574, + 1582 + ] + ], + "right_ranges": [ + [ + 1551, + 1557 + ], + [ + 1560, + 1570 + ], + [ + 1573, + 1579 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "left_ranges": [ + [ + 804, + 811 + ], + [ + 814, + 824 + ], + [ + 827, + 835 + ] + ], + "right_ranges": [ + [ + 804, + 810 + ], + [ + 813, + 823 + ], + [ + 826, + 832 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3611, + 3618 + ], + [ + 3835, + 3869 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 144 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 46546, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 46546 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 46546, + "code_similarity": 0.566, + "size_similarity": 0.444, + "file_overlap": 0.5, + "area_overlap": 0.867, + "patch_similarity": 0.16, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 355, + 361 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46562-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46562, + "issue_numbers": [], + "pr_numbers": [ + 46562, + 46658 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46562, + "right_pr_number": 46658, + "code_similarity": 0.138, + "size_similarity": 0.359, + "file_overlap": 0.024, + "area_overlap": 0.0, + "patch_similarity": 0.396, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 441, + 447 + ], + [ + 591, + 598 + ], + [ + 823, + 829 + ], + [ + 883, + 889 + ], + [ + 1082, + 1088 + ], + [ + 1205, + 1211 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 795, + 801 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-45987-4", + "canonical_issue_number": 46858, + "duplicate_issue_numbers": [ + 45987 + ], + "reason": "Issues in cluster-45987-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "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-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45987-4", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46863 + ], + "target_issue_number": 46858, + "reason": "PRs in cluster-45987-4 are treated as duplicates because they converge on issue #46858 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45987-4", + "issue_number": 46858, + "reason": "Issue #46858 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 4 discussion comments plus 2 inbound references.", + "score": 150.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b71441ca19d4a7a75aeeb7bb1f5fbc678661c2ca --- /dev/null +++ b/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24302 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260624T120028Z", + "generated_at": "2026-06-24T12:11:37Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46468", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "eef9fb19a84cdda326ce199a38505ed08e644599da73045c316068e80f53b57b", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46596, + "estimated_input_tokens": 11649, + "estimated_eval_tokens": 23554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated issue reports. The only clear duplicate issue pair is the DeepSpeed ZeRO-3/BertModel index-error reports; there is also a separate torch/transformers compatibility duplicate pair. The rest are only loosely similar by subsystem or error class and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43638 is the broader, clearer duplicate target for the shared DeepSpeed ZeRO-3/BertModel index-0 error; it best represents that mini-cluster over the narrower 43596 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the most suitable issue to keep as canonical because it has the strongest duplicate signal in this set and captures the underlying ZeRO-3 Bert loading failure cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config attribute vs streaming chat/completions API error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend problems; only share a broad hardware-related theme." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different symptoms and code paths: image dtype mismatch vs AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/backend issues, but they concern different models and concrete failures." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model/example failures; no shared bug path." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/runtime issues with no evidence of the same underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and FP8 config failure are different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime paths: ONNX export vs auto device mapping assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs documentation/example cleanup; not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they reference different removed items and are separate changes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue is unrelated to GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is unrelated to resuming local-model training with remote code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch is different from Gemma4 device-map mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors and different affected code paths." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert index error is unrelated to resume-training/remote-code handling." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same general training stack, but the concrete errors are different." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask indexing error is unrelated to Qwen3.5 video chat-template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failures; no shared underlying bug." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training remote-code issue is unrelated to the Nemotron example bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl is unrelated to remote-code resume training." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different bug class and code path." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice_preset issue is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but collective mismatch and ZeRO-3 index error are different concrete failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/Bert index-0 failure; 43638 is the broader duplicate target." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross_entropy call and GPT-OSS TP failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error is unrelated to LoRA weight merge/load mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code config_class attribute error are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the weight-dimension error is not the same as a collective mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpointing recomputation mismatch differs from the mask-shape indexing error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class, but CPU-offload incompatibility and meta/to_empty uninitialized-memory behavior are different concrete failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to CustomTrainer signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models, different runtime paths, no shared bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to the Nemotron example bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend errors; only a broad hardware theme is shared." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen/TRL failures with different symptoms and triggers." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config error and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but device mismatch and expensive reverse lookup are different code paths." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility issue; 46515 is just a broader phrasing of the same compatibility problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet and stays conservative. The two accepted soft pairs are clearly duplicative by title, and the rejected pairs are mostly different bugs or only loosely related by subsystem. The canonical issue choice for the ZeRO-3/Bert index-0 pair is also reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "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:44841", + "issue:44863", + "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", + "issue:46772" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "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:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "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:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "d147bffeadf990325a022d112b60a06e5745f8247f6e9e44a2d3cc25c9ed090c", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38900, + "estimated_input_tokens": 9725, + "estimated_eval_tokens": 19706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports, not a duplicate set. The clearest true duplicate is the v5 AutoTokenizer wrong-token-IDs regression pair, and a second likely duplicate pair is the DeepSpeed ZeRO-3 index-0 failure. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest, most general statement of the shared AutoTokenizer v5 regression, and it subsumes the narrower Granite-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents the duplicate-worthy tokenizer regression because it describes the bug across multiple model families and is the most umbrella-style report here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint vs. missing loaded weights are different failure modes and different model paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL load failure and USE_DISTRIBUTED=0 support regression are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same DeepSpeed ZeRO-3 `index 0 is out of bounds for dimension 0 with size 0` failure during model initialization/loading." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Missing `sliding_window_pattern` in Gemma3 config and Qwen3 auto-device-map cuda asserts are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different docs and different regressions." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup and USE_DISTRIBUTED=0 support are unrelated runtime/environment problems." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support for GPT-OSS and a table-question-answering crash are not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping mismatch in Gemma4 and Qwen3.5 video-token/template mismatch are separate problems." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and ModelOpt/NVFP4 compatibility are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different classes of bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: both report wrong token IDs in v5 across multiple models, with 45920 being the broader umbrella report." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility and USE_DISTRIBUTED=0 support are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "A corrupted checkpoint is not the same as a loader bug for NemotronH checkpoints." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and outdated RAG examples are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window, but they involve different models and different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3-related index errors, but the symptoms and contexts differ enough that the underlying bug is not clearly the same." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/can't-run and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash and corrupted Ovis2 checkpoint are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 index error and Torch 2.4.1/Transformers 5.8.0 incompatibility are different problems." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat, but one is a crash and the other is a streaming API failure; too little evidence of one root cause." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device/config issues; not the same bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram integer error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 config sliding-window errors are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped-mm tracing failure and MPS histogram error are different MoE problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE-related, but one is grouped_mm tracing and the other is an autocast dtype mismatch; not clearly the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they occur in different contexts and don't clearly share a single root cause." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback logic and remote-code model_class config_class errors are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic regression are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/Transformers compatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different feature areas and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and appropriately conservative. The tokenizer regression choice (45920 over 45812) is supported by the titles, the ZeRO-3 pair is the only plausible duplicate-style match, and the remaining soft-edge rejections are cautious rather than overstated. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "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:44805", + "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:44805|issue:44918", + "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:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "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": "da2cf93975afa78c8f24634cb2dee8f2c2e5d1f521b1fb0cda15823eb5714e0d", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster emerges here: the soft pairs span many unrelated bug classes (quantization/offloading, tokenizer regressions, multimodal/video handling, config/loading errors, and docs). I would not merge any soft edge.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, and the few remotely related items (mostly custom/remote-code loading reports) are still distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest representative of the remote_code/custom-model subset, but it is not a true duplicate umbrella for the full cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: int4 quantization/OOM vs tied-weights handling in translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Same broad error shape, but different paths: mask/index shape mismatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mode: torch.compile/grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support request vs a concrete Qwen3.5 inference regression; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized constructor breakage is unrelated to the Pydantic PretrainedConfig field issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and v5.4.0 pydantic config breakage are different problems." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "torch dynamo grouped_mm failure is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video token/feature count mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError-shaped, but one is mask/tensor length mismatch and the other is DeepSpeed ZeRO-3 empty-state init on BertModel." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code model loading regressions are not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is degraded text embeddings while the other is a broader nonsensical output report; root cause is not established as identical." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Related video domain, but 44479 is a broad regression across several Qwen video models and 46294 is a specific apply_chat_template mismatch case." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different composite-model bugs: text_config unwrapping in from_config vs uninitialized inv_freq after to_empty(cuda)." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attention 2 issue vs remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor dtype mismatch and SFT trainer embedding unpacking are different code paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement is unrelated to Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 are different model-quality reports, not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code/custom modules, but one is cache-path collision and the other is wrong module loaded after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head in Mistral3 and translation-model tied-weights issues are distinct model families and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3MoE 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 handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is not the same as tied-weight translation-model bugs." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A documentation typo and a removed run command in docs are different doc issues, not the same change." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "They both mention input-validation messaging, but T5 decoder-input error messaging and the generic input_ids/inputs_embeds XOR bug are not the same concrete fix." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizers and symptoms: DeepSeek-Coder v1 detokenization regression vs CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder v5 detokenization and NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to GraniteMoEHybrid invalid-method behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "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:45987", + "issue:46489", + "issue:46858" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "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:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:45081|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "94f22f171c54378e33cd52390aa6d6286ec26ea3e5172eab92ac43bfeac5d527", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "There are three clear duplicate subclusters: non-persistent buffer corruption in transformers 5.x, static-cache seq-length returning the wrong type/device, and a tokenizer-output regression across multiple models. Most other soft pairs are only loosely related by subsystem and are not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the broadest and most direct report of the non-persistent-buffer regression; it cleanly subsumes the 'junk' and 'uninitialized memory' variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it states the root regression clearly and has the best duplicate coverage among the accepted pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: transformers v5 corrupts non-persistent buffers during load/from_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a doc/example mismatch and quantization failure while the other is a model-quality/embedding complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: non-persistent buffers are filled/corrupted on load in transformers 5.x." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: custom trainer loss signature vs Gemma3 + DeepSpeed ZeRO-3 loading error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage compatibility problems with no clear shared code-path." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "One is an autocast dtype mismatch; the other is a 3D position_ids / SDPA fallback gradient issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same seq-length contract bug; 46858 is the backend-specific manifestation of get_seq_length returning a tensor." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both describe transformers v5+ tokenizer output regressions; 46489 is a model-specific gap in the broader AutoTokenizer issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality complaint vs a generic tokenization change regression." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but the symptoms differ enough that they do not clearly share the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer corruption/uninitialized-memory issue after materialization." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated: bad AutoTokenizer error message for Voxtral vs missing attribute on MolmoForCausalLM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related model family, but this is a quality complaint vs an explicit HF/JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: FlashAttention crash on Qwen3.5 vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are training/memory topics, but LoRA gradient checkpointing and int4 OOM are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 key error is unrelated to the non-persistent buffer materialization bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: Voxtral tokenizer error message vs glm-4v-9b load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a concrete model load failure; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to the flash_attn import error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading, but one is noise/UX and the other is a specific model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight shape error vs early-stopping metric selection; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training efficiency, but the underlying problems are different (checkpointing vs MoE memory usage)." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote code, but one is missing fields in AutoConfig output while the other is a broader breakage report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/configuration failures with no shared bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and a bitsandbytes Int8Params signature issue are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model load failures: glm-4v-9b vs Molmo tied-weights attribute." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error vs GLM5 generic issue; no clear shared bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error vs Gemma4 device-map mismatch are separate issues." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regression and Gemma4 device placement error are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping edge case vs broad remote-code regression; not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi MoE vs Gemma4 device mismatch are distinct failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three cited clusters are supported by the titles: non-persistent buffer corruption/materialization regressions, StaticCache.get_seq_length contract/type regressions, and the tokenizer-output regression across multiple models. The accepted soft pairs are also generally well-justified from the issue titles, with only a mildly broader inference in linking issue:45902 to the non-persistent-buffer cluster, but still within the same regression family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "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:44368", + "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:45715", + "issue:45759", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "89c8119ae0c74efdbb6d4aa88e53dfaf3dd7b1b3be78a40458ef809d6c7b695a", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36693, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set; only a few pairs look like true duplicates around docs cleanup, Qwen3 ZeRO-3 weight loading, and generic mask-shape IndexErrors. Most other soft matches share a subsystem or model family but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "No single perfect canonical issue for the whole set, but issue 43940 is the strongest anchor: it is a concrete, actionable Qwen3-Next ZeRO-3 weight-loading regression and has a clear near-duplicate in 45313.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43940 is the best overall triage anchor because it states a specific failure mode, is reproducible, and maps cleanly to a near-duplicate loader bug rather than a broad or noisy report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/MoE and LoRA, but one is a hf4.x\u2192hf5.x compatibility break and the other is a warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are v5 regressions, but one is a broad remote_code breakage and the other is a Kimi-K2.5 tokenizer codec issue; different concrete failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs and different hot spots; not the same root cause." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: v5 removed pipeline tasks, and both issues point to stale docs still referencing those removed summarization/translation pipeline entries." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenization regressions, but the affected models and described failure modes differ; not clearly one fixable bug." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different code paths: one is AutoModel.from_config on composite multimodal configs, the other is from_pretrained on remote-code models missing config_class." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Same unexpected _is_hf_initialized keyword appears, but one is bitsandbytes Int8Params and the other is init_empty_weights loading; too different to treat as duplicates." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different model/config failures: Qwen3 MoE FP8 config versus bitsandbytes init kwarg incompatibility." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is an lm_head tying bug; the other is non-persistent buffer corruption in from_pretrained. Different underlying issues." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both concern remote-code/loading regressions, but one is a tokenizer/model breakage umbrella issue and the other is a specific config_class AttributeError." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and _torch_extract_fbank_features are related only loosely; not enough to conclude the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure types: one is a bad error message, the other is a tokenizer load failure." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion and the other is wrong GAS gradient averaging." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated failures: a Trainer compute_loss signature change versus a tensor mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing capability flag on a remote-code model." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading problems; no shared root cause evident." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3 weight-loading bug for Qwen3-family models; both report missing parameters during load." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated model loading complaints: Voxtral error handling versus sleng-bert tokenizer loading." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: RLHF gradient explosion from position_ids/SDPA behavior versus flash_attention crashing on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask/index shape-mismatch IndexError pattern; these look like duplicate reports of the same indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen regressions, but one is a broad input regression and the other is a StopIteration in a specific embedding model." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight shape error and void segmentation-map preprocessing are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading issues, but for different architectures and different missing-weight symptoms." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3/BertModel index error and torch 2.4.1 incompatibility are not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different problems: GGUF architecture support versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen-family regressions affecting different internals: video rope indexing versus rotary embedding materialization." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage summary is grounded in the packet, and the accepted soft-edge matches are conservative: the docs pair is clearly aligned on stale v5 pipeline references, the Qwen3 ZeRO-3 pair is a plausible loader duplicate based on the titles, and the mask-shape IndexError pair is a strong duplicate-style match. The rejected pairs generally stay appropriately cautious and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "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:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46489", + "issue:46515", + "issue:46858" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43950|issue:45834", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43632|issue:45834", + "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:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "7153a3aa34fffb230808f33ba9476ed242476828b6e021521a12cca1830269fe", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38102, + "estimated_input_tokens": 9526, + "estimated_eval_tokens": 19308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only a few clear duplicate pairs: two Transformers v5 custom-model/buffer regressions and one SigLIP2 inference-output regression. The rest are different bugs, models, or subsystems.", + "confidence": 0.75, + "canonical_issue_reason": "Issue 43646 is the best umbrella issue here: it captures the broad Transformers v5 custom-model initialization regression, and 43645 is a narrower notebook repro of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the strongest single anchor for deduping the cluster because it is specific enough to be actionable while still broad enough to cover the closest duplicate reports.", + "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 compatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs in Gemma4: per-layer shared_kv_states KeyError vs device mismatch in forward." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated topics: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model paths: image-preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a specific class vs meta-device loading regression; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading issues." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are different regressions." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Different runtime bugs: flash-attention position_ids handling vs cache seq-length device arithmetic." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and failures: Qwen3-VL video inference vs MPS histogram on MoE ints." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers v5 custom-model initialization regression; 43645 is just a notebook-specific repro." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version issues affecting different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-related problems: video embedding StopIteration vs TRL unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py execution vs GGUF architecture support." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures in different models and backends." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer bugs, but for different model families and likely different root causes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device placement bug vs generic torch incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping limitation and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/iteration errors in different models." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 checkpoint and same underlying bad inference behavior; the titles describe the same regression with different symptoms." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to glm4v config validation." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized and Kosmos2.5 OCR indexing are separate issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 BertModel index error is unrelated to add-new-model-like tokenizer mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: empty BertModel under ZeRO-3 vs tokenizer mapping constraints." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU+CPU offload loading failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and mask-shape index error are not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are different regressions." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The SigLIP2 docs-example issue is broader and includes documentation/model-processor mismatch; not the same concrete bug as zero probabilities." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent buffer corruption regression in Transformers v5; only wording differs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Qwen3Moe FP8 failure are different symptoms and likely different causes." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model/version compatibility bugs with no shared concrete code path." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they involve different checkpoints and no clear evidence of the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The duplicate calls that were accepted are well-supported by the titles, and the rejected soft edges generally avoid overclaiming by distinguishing different models, subsystems, or failure modes. The summary appropriately characterizes the cluster as mostly heterogeneous with only a few clear duplicate pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44863", + "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:45759", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:46459|issue:46512", + "issue:44863|issue:46846", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44079|issue:46829", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "c20873995ae6dc96757337210bb6509db96a8278eb309262c019d4e1954df8e8", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35764, + "estimated_input_tokens": 8941, + "estimated_eval_tokens": 18138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers 5.x regression reports. The only clearly mergeable duplicate-like pair is the nested embedding resize bug across related composite models; the rest share broad surface areas like loading, quantization, or multimodal support but not the same underlying fix path.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45276 is the best anchor because it states a concrete, fixable regression in resize_token_embeddings for a composite model and lines up closely with the nearest duplicate-like report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest overall issue choice: specific, actionable, and the clearest representative of the one genuinely overlapping bug theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling in model creation/loading, but one is from_pretrained on composite checkpoints and the other is from_config stale config state; different bug paths." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different models and failures: NemotronH checkpoint loading versus missing TP plan entries causing Qwen3.5 OOM/shape errors." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Same general ecosystem, but different model/example breakages and likely different code paths." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading for language_model and the other is save_pretrained visual key corruption; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both mention loading models/tokenizers, but the reported failures and affected repositories are different enough to treat as separate issues." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory use and the other is offloading under quantization; different underlying problems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: non-persistent buffers getting junk versus custom model initialization breaking in Jupyter." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory under quantization, but one is model-training memory usage and the other is int4 reserved-memory OOM; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken docs example with model/processor mismatch and quantization, while the other is wrong outputs from AutoModel/pipeline." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different symptoms and code paths: LoRA compatibility across branches versus resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and failures: Qwen3 MoE weight conversion under accelerate+deepspeed versus GLM-4.7-Flash load failure in tests." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resume math is unrelated to optimizer SGD arguments not being applied." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading problems, but they affect different models and failure modes: GLM-4.7-Flash unit test loading versus Qwen3-VL shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Both touch training/model usage, but they are different regressions: LoRA compatibility versus a resize_token_embeddings propagation bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Generic model issues, but one is GLM5 and the other is sinq quantization save/load corruption; not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a LlamaTokenizer pre-tokenizer override issue and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different components: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "These are very close duplicates: both report resize_token_embeddings failing to propagate to nested decoder/output embeddings in related composite models, and one fix could plausibly cover both." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument mismatch are different loading/saving regressions." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash_attention, but one is a Qwen3.5 packed-sequence misinterpretation and the other is an AttributeError on sink-less models; different triggers and fixes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch versus a separate model-loading failure; not the same underlying issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is unrelated to meta-device loading breakage, even if both affect model initialization." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both concern quantization/memory, but one is offloading behavior and the other is increased reserved CUDA memory under int4; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: SigLIP2 example/documentation breakage versus GLM5 itself." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output objects, but one is a generic ModelOutput key assignment bug and the other is a specific VideoPrism classifier output mix-up." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Completely different failures: Qwen3 auto device mapping CUDA assert versus AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model regressions: FSDP2 shared_kv_states handling versus from_config not unwrapping text_config." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying issues in multimodal models, but they are model-specific regressions with different classes and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and appropriately conservative overall. The summary matches the packet: most pairs are only superficially related, and the single accepted pair (issue:45276 / issue:45335) is plausibly the same resize_token_embeddings propagation bug across related composite models, so a single fix could reasonably cover both. I don\u2019t see any overstatement in the rejected soft-edge verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:42947|issue:45704", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "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:45588|issue:45663", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "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:44530|issue:45084", + "issue:43611|issue:43645" + ], + "prepared_review_unit_hash": "1b84d1dcddffe1fc1f58c48bb79aaf91cc8b1f99247be14f248ba47805e1c227", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37363, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports that only share broad subsystem keywords (tokenizers, save/load, quantization, checkpointing, etc.). I found no soft-edge pair that clearly describes the same concrete bug/change, so all candidate links should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45698 is the strongest single representative here because it is open, recent, has the most discussion/inbound references, and describes a concrete save/load custom-module regression that is likely to be actionable as a stand-alone tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best issue to keep as the cluster representative: it is specific, user-facing, and has active discussion, making it the most suitable anchor among the available issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: LoRA/checkpointing behavior vs an apex RMSNorm memory leak." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized mismatch vs mmap OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: init_empty_weights argument handling vs MXFP4 quantization load behavior." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is int4 reserved-memory growth and the other is mmap/OOM avoidance on a specific platform." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path regression vs Whisper pipeline return_language behavior; no same underlying bug." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Distinct model-specific issues: Gemma4 FSDP attention state vs Qwen3_5MoE CPU offload compatibility." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA while the other is an eval-mode restriction." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading vs mmap OOM mitigation; not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching leak vs Gemma4 PLE device mismatch; different models and failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers config bug vs Gemma4 attention/FSDP bug; no concrete overlap." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but one is a checkpoint-loading failure and the other is a broken official example; not clearly the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Very similar wording, but one is Gemma4-specific and includes embed_tokens_per_layer while the other is a generic output_embeddings regression." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MOE MPS histogram issue is unrelated to the broken Nemotron example." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs strict granite_speech config loading; different subsystems." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue is unrelated to Qwen3.5 RLHF NaN explosion from 3D position_ids." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs mmap OOM avoidance; different failure modes." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained, but one is read-only permission propagation and the other is wrong custom-module selection after save." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash vs Gemma4 shared_kv_states rebuild; not the same underlying problem." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test-loading issue vs Qwen3.5 save_pretrained regression; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs mistral_common continue_final_message behavior; different tokenizer bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Similar resize_token_embeddings wording, but one targets output_embeddings and the other decoder.embed_tokens on a specific model." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch vs meta-device loading breakage; no shared concrete code path." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs loading a specific model; too broad to be the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression vs Trainer resume/max_steps calculation; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage vs extra_state save/load failure; different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error vs mmap/OOM avoidance; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility vs Phi autocast dtype mismatch; one is a compatibility umbrella, the other is a model-specific failure." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids vs CodeLlama round-trip space stripping; unrelated tokenizer bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs vs slower convert_tokens_to_ids; one is correctness, the other is performance." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline regression vs version-dependent tokenization changes; no concrete match." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash vs template-node compilation TypeError; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46665", + "issue:46821" + ], + "soft_pairs": [ + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:39404|issue:44671", + "issue:44661|issue:44683" + ], + "prepared_review_unit_hash": "9fd4927d7fe3575f77811f61ead17d1365c78b282a4f537db3eec5af892be656", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36753, + "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 a grab bag of unrelated Transformers v5 regression reports, with only one soft duplicate-looking pair around Qwen3-VL MoE loading. Most items share a broad \u201cloading/tokenizer/model regression\u201d theme but not the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the best representative anchor: it is broad, clearly about a v5 model-loading regression, and more general than the many model-specific reports in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the strongest global issue candidate because it captures the widest underlying failure mode without being overly tied to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes: compiled flex_attention on new torch versions vs a Gemma4 device-map mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is a framework-version issue, not the same bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Both mention model breakage, but one is torch compatibility and the other is an image-preprocessor dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are regressions, but one is a Qwen video-input issue and the other is a generic mask shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they target different removed/changed pipeline documentation and are not the same correction." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and tokenizer loading failures for EMBEDDIA/est-roberta are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are unrelated to ModelOutput key assignment when a previous value was None." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility is unrelated to the TRL SFT trainer unpacking embeddings failure." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are not the same as Perceiver interpolation failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file/from_pretrained loading breakage are different tokenizer/model-loading issues." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression does not match MXFP4 quantization fallback behavior." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/from_pretrained corruption is unrelated to continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping for composite Qwen configs are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These are different problems: isolated reproduction of an earlier issue versus a tokenizer-specific continue_final_message bug." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both point to the same Qwen3-VL MoE loading regression: one generic, one a specific shape-mismatch manifestation." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is an EMBEDDIA tokenizer load failure and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance/memory issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and TimesFM window_size AttributeError are different failures." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but for different models and different root causes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Loading cjvt/sleng-bert and loading physical-intelligence/fast are separate model-specific regressions." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json and a DeepSeek-Coder tokenization regression are related only broadly; not the same concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are different model-family issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and compilation of non-template nodes are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are different model-specific regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping generation failure and compiled flex_attention on new torch versions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue (43611) is a reasonable broad representative of the v5 loading-regression cluster, and the single accepted soft pair (43299/43931) is plausibly the same Qwen3-VL MoE loading bug rather than two unrelated failures. I don\u2019t see clear overstatement beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43883|issue:44991", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081" + ], + "prepared_review_unit_hash": "9576458debc6c63271dabad7e4dd4360408aed38af51f9108909fc42655d9dff", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37738, + "estimated_input_tokens": 9435, + "estimated_eval_tokens": 19126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly separate regressions across different models/features. No pull requests are present. The closest issue family is the Transformers v5 custom-model initialization/buffer handling reports, but the soft pairs are still not close enough to treat as duplicates under a strict triage standard.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest and most representative standalone report in the closest cluster (Transformers v5 custom model initialization regressions), making it the best canonical issue candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is a clear, general bug report with a broad title that can anchor related v5 custom-model initialization failures without overfitting to one symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/CPU behavior, but they affect different model code paths (XLNet positional encoding vs Qwen3.5 MoE rotary embedding). Too different to be the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache crashing on linear_attention groups." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they target different models and likely different loader paths; same symptom class is not enough for duplicate acceptance." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm torch dynamo tracing errors and template compilation errors are unrelated failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to PagedAttentionCache group-type handling." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model/dataset combo is unrelated to tokenizer post-processor update behavior." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are different subsystems and symptoms." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions around custom models, but one is about non-persistent buffers being filled with junk and the other is general custom model initialization; insufficient evidence they are the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and multimodal iterable-dataset failures are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and inability to load a specific model are not the same issue." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both concern Whisper token handling, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens; different concrete bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center argument vs generic fbank extraction issue are related to audio features but not the same concrete defect." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package-install backend omission and BACKENDS_MAPPING validation error are distinct backend registration problems." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable dataset training failure and mistral_common continue_final_message bug are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method name conflict and custom model initialization in Jupyter are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a broad from_pretrained breakage and the other is a specific Qwen2.5-GGUF v5 failure; not enough to conclude one duplicate bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and GGUF loading failure are different loading paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation and GraniteMoEHybrid invalid method errors are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-related loading failures, but for different models and likely different tokenization/load code paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and MIMI padding-mask batching are unrelated bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Attribute error on tied-weights keys and tokenizer-loading regression for a specific model are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and continue_final_message behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template compilation error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and Mistral regex patch crash are different problems." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "These are both v5 custom-model regression reports, but one is about initialization and the other about non-persistent buffers; they could be related but are not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter custom model initialization and non-persistent buffer corruption are not the same concrete issue." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model variants and different bugs (hidden states vs rope index scaling)." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask behavior and DAC latent consistency are distinct model bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie in a specific model class and the other is device-dependent serialization inconsistency; not enough to merge as one bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache seq length return type are different generation/cache issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical outputs from a model and an image processor producing the wrong input size are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading regression and a Mistral tokenizer regex patch crash are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific model and crashing in Mistral regex patching are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525" + ], + "prepared_review_unit_hash": "8f7e01495d5474e629a9f506c9a380644ef3ede88c2f8a93674eaa84c5f52759", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36484, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of mostly unrelated issue reports, with a small number of plausible duplicate candidates around Transformers v5 loading/save regressions. The strongest anchor is the broad `_is_hf_initialized` initialization regression, but the evidence from titles alone is not enough to call the whole cluster or most pairs confirmed duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43632 is the best canonical anchor because it describes a broad v5 initialization/loading regression in a shared internal path. It also appears closely related to the `init_empty_weights` report, though the packet only supports that as a strong duplicate candidate rather than a confirmed direct duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the best global issue candidate because it is the broadest, most central v5 loading regression in the set and can serve as the anchor for nearby initialization-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer behaviors: early stopping/metric selection vs token-count tracking." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading regressions, but the concrete failures differ: FP8 config handling vs init-empty-weights argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict and key error on a different model are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer-loading failures with different symptoms and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Shared FP8 theme is too broad; these look like separate failures." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Export/compilation bug vs image processor size mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to a wrong return type in StaticCache." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError-style reports, but they concern different subsystems and symptoms." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/processing failures: segfault on load vs ValueError on video inputs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen2.5-VL v5 regressions, but the titles point to different concrete problems: video-input regression vs still-image rope scaling." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict vs CUDA assert during auto device mapping are different failures." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both point to the same Qwen3.5 `save_pretrained` checkpoint regression, with the later issue adding a specific symptom about visual encoder keys." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` behavior are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch-version incompatibility and loading noise are not the same underlying issue." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different loading paths and symptoms." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but multi-image finetuning failure is not the same as the rope/temporal position regression." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and code paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Load-time noise and tokenizer loading failure are not duplicates." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is distinct from a missing support flag on a trust_remote_code variant." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Initialization-flag regression and mmap/OOM behavior are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT adapter loading are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL-related, but multi-GPU training and multi-image-per-prompt finetuning are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Init-empty-weights argument handling and Float8 storage lookup are separate failures." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode token handling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug and accuracy regression after upgrade are different issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure under v5 and missing `pad_token_id` on Llama4Config are unrelated model-loading problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is directionally plausible, but it overstates certainty in a few places. In particular, calling issue 43632 \"directly duplicated\" by the init_empty_weights report is stronger than the packet supports from titles alone, and the accepted soft pairs (especially 44479/45325) should be framed as related/possibly duplicate rather than clearly the same bug. Please keep the language more conservative: the packet shows a noisy set of broadly similar v5 regression reports, with only a few plausible duplicate candidates, not confirmed duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:35707|issue:40444", + "issue:41553|issue:43582", + "issue:43482|issue:45538", + "issue:44079|issue:45663", + "issue:43632|issue:44534", + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:44829|issue:45479", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43818|issue:45357", + "issue:43644|issue:44079", + "issue:43792|issue:43957", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325" + ], + "prepared_review_unit_hash": "0bb962273f86a7a32ba8c2e9733c9c2f2a530b43cb510bcdf2762d875524e23b", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36979, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports. I found one clear duplicate pair around SigLIP2 (implementation discrepancy vs bad outputs on a specific model). No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43493 is the better root-cause report: it describes the HF-vs-JAX SigLIP2 implementation discrepancy that likely underlies the bad AutoModel/pipeline behavior in issue:43994.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the most representative and generalizable report for the accepted SigLIP2 bug, with issue:43994 serving as a concrete symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different problems: generation with inputs_embeds/past_key_values vs finetuning Qwen2.5-VL on multi-image iterable data." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: tokenizer loading error messaging vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer-related regressions: GGUF loading under v5 vs CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Not the same bug: ModelOutput key assignment logic vs Gemma-4 FSDP2 shared_kv_states rebuild KeyError." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is the _is_hf_initialized flag and the other is non-persistent buffer initialization; distinct code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Unrelated: device_map/offload loading failure vs MoE training memory inefficiency." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related tokenization area, but not the same issue: runtime post-processor updates vs add_special_tokens BOS/EOS behavior." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow packaging, but the concrete symptoms and install paths differ too much to treat as one bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Completely different: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: ModelOutput key bookkeeping vs non-persistent buffer contents in v5." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one is ignoring tokenizer.json and the other is Granite-specific token ID corruption." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated model-loading failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect sequence classification, but one is flash_attention_3 training degeneration and the other is num_labels=1 loss degeneration." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different batching/masking bugs in different models; not the same underlying defect." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated: Video-LLaVA architecture/weight-sharing issue vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad Transformers v5 regressions, but they affect different initialization/loading paths." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "No meaningful overlap: TensorFlow packaging vs PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal model issues: Video-LLaVA tower behavior vs Qwen3.5 save_pretrained visual key regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk vs ModelOutput key assignment are unrelated bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related, but whisper-large-v2 runtime failure and meta-device model loading are distinct." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: torch.export with torch_compilable_check vs bf16 inference dtype mismatches." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL area, but one is still-image temporal position scaling and the other is video vision_position_ids; not the same concrete bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 implementation bug: 43493 reports the HF-vs-JAX discrepancy, and 43994 shows the resulting bad outputs on a concrete model/pipeline." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal problems: multi-image iterable finetuning failure vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different Qwen2.5-VL/Kosmos2.5 issues with separate failure modes and models." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head weights, but one is missing weight tying and the other is serialization inconsistency by device." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 configuration failure vs Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different config/loading problems: unexpected _is_hf_initialized argument vs strict config rejection for granite_speech." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index/position-id behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays within what the issue titles support, uses cautious language for the SigLIP2 pairing, and the soft-edge rejections are generally conservative. No pull requests are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:45072", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:42796|issue:45381", + "issue:43873|issue:45701", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43881|issue:44488", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:45823|issue:46821", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883" + ], + "prepared_review_unit_hash": "40acb9e4fbe8be2dcec83aee33ae6b7f9bb130e10d39e673083ac481d0aea1d4", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36241, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, multimodal, offloading, loading, and training bugs. None of the soft pairs look like the same underlying defect, so no deduplication merge is justified.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the cluster mixes many unrelated bug families; the broadest item (43873) is too generic to represent the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for deduping this cluster; even the broadest reports are about different code paths and symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs video vision_position_ids are different bugs in different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized/offloaded loading problems are not the same as a tokenizer regression." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement in multimodal models, but the concrete failures and models are different." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language model is not the same issue as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and a window_size AttributeError are unrelated defects." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to an auto device-map CUDA assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset is a processor preset bug, not a generation-cache bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying in AyaVision and torch.compile SDPA failures are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC STE mismatch do not share the same root cause." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc example mismatches/quantization errors are not the same as iterable-dataset multi-image finetuning failures." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export compatibility checks." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but model family, error, and failure point differ." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batching differences are unrelated to a processor/model image-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window off-by-one and token-ID lookup performance regression are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed MoE weight conversion and a missing gradient-checkpointing flag are different bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for a single tokenizer while the other affects token IDs across multiple models." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE markers and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "LM head weight tying and bfloat16 dtype mismatches are distinct code-path failures." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broad quantization offloading report; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batch-padding behavior and Perceiver non-default resolution handling are separate model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVision is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity evaluation on gpt-oss-20b is unrelated to gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime problem is not the same as a Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same defect." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config and unwrapping text_config for composite multimodal configs are different API issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo weight-tie metadata 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": 24, + "review_unit_index": 14, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43322|issue:46050", + "issue:43881|issue:44991", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:44734|issue:46858", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:44008|issue:45823" + ], + "prepared_review_unit_hash": "30bd9a7719cc972eeb90c9eaba208966fa2366d75c67cb3ca39a025634d11545", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of unrelated trainer, tokenizer, multimodal, quantization, serving, and cache bugs. None of the soft pairs look like the same underlying defect, so all are rejected. Issue 43708 is the strongest standalone bug report, but there is no true cluster-wide canonical issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43708 is the clearest, most actionable regression report in the set, with a precise trainer checkpoint/max_steps repro; however, the overall collection is too heterogeneous to treat it as a real canonical cluster issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Both are loading-related, but one is a Llava Next segfault and the other is a save/load breakage after sinq quantization; different models and failure modes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V model loading failure vs tokenizer loading for est-roberta; unrelated subsystems and artifacts." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device map CUDA assert on Qwen3 vs segfault loading Llava Next; different model families and code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss keyword argument in Trainer vs a 3d_parallel.py runtime failure; no shared root cause." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM vs T5 using apex.FusedRMSNorm memory leak; both memory-related but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same broad Qwen family, but device-map CUDA assert and flash-attention generation failure are distinct code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss API mismatch vs Qwen3MoE FP8 loading failure; unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head tying/device-dependent while the other is incorrect visual encoder key saving in Qwen3.5." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech vs tokenizer loading for est-roberta; unrelated issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug vs tokenizer version-dependent behavior; different components and symptoms." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel decoder Conv2d placeholder vs Sam3 text encoder weights not loading; same model family, different concrete problems." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on gpt-oss vs tokenization changes across versions; not the same failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure vs early stopping metric lookup disabling; both Trainer-related but different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload expectations vs mmap OOM on Strix Halo; different memory/offload mechanisms and root causes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs 3d_parallel.py failure; no shared underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile + SDPA issue in Bamba vs packed-weight unpacking during accelerate loading for BitNet; distinct code paths." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation cache logic, but one is missing cache reorder support and the other is device-tensor seq_length arithmetic; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram on Int in moe vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Trainer resume max_steps miscalculation; different models and layers." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression in custom model code vs version-driven tokenization changes; too broad and not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs CPU offload device mismatch for bark-small; different model/runtime issues." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom model/loading behavior, but one is Transformers 5.0 init breakage and the other is inconsistent from_pretrained inside Python classes; not one concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding vs OmDet processor producing wrong image size; unrelated preprocessing bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FP8 load failure vs dequantized model load failure with gpu+cpu offload; both quantization-related but different mechanics." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying issue in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different models and serialization problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output resolution mismatch vs Perceiver non-default resolution failure; both vision-input related, but distinct bugs." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "KV cache continuation tensor indexing bug vs cache.get_seq_length returning a device tensor; both cache-related but not the same code-path problem." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs 3d_parallel.py failure; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Multimodal continuous-batching crash from calling .to() on a string vs Gemma4Processor missing _tokenizer; both serve-related but different attribute bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision vs Gemma4 device mismatch with auto device map; unrelated model/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45161", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:43716|issue:46821", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:29159|issue:36032", + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746" + ], + "prepared_review_unit_hash": "66729ca53b82b1b4a78d52fe6c948a6c9f74b96add6f7279480fd4647b953726", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34990, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated model, tokenizer, cache, quantization, and docs/runtime issues. I do not see any true duplicates among the soft-edge pairs; they mostly share broad subsystem vocabulary rather than the same underlying bug. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46858 is the most concrete and technically specific runtime bug in the set, but there is no strong single canonical issue because the cluster is not a duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the best representative issue here: it has a precise failure mode, clear code-path impact, and is more actionable than the broader or more generic reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: cache-path collision for local models vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache, but one is inconsistent compiled chunked generation outputs and the other is a static-cache seq_length tensor arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures: cudaErrorAssert with auto device mapping vs tensor-parallelism not working for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE sliding window behavior vs a missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection problem is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is unrelated to pipelines import breaking on kernels version/revision requirements." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are model correctness bugs, but one is CamemBERT masked-LM output drift and the other is Qwen3_5 cache state reset logic." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto-device-map cuda assertions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-related, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same bug as TimesFM window_size AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to TimesFM window_size handling." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config serialization/API bugs: Gemma3TextConfig discrepancy vs GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe is unrelated to Llava Next segmentation faults on load." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup is unrelated to void segmentation map processing in an image processor." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe is not the same as Qwen3VL weight_only from_pretrained failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to stale pipeline-task documentation." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are separate problems." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "int4 quantization memory growth is unrelated to tokenization changing across versions." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking are distinct accelerate/loading issues." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk values in v5 are unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 16, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:43531|issue:46821", + "issue:34567|issue:35707", + "issue:43540|issue:46858", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:43381|issue:45704", + "issue:45704|issue:45923" + ], + "prepared_review_unit_hash": "0ab7effe1fab0b03f12e9325439d1aa6f1dc99d7716a5fa58d994ae398bc089f", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span many unrelated bugs across trainers, tokenizers, multimodal processors, loading/saving, and performance regressions. None of the soft pairs look like the same underlying defect, so they should all stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45042 is the strongest representative bug report here: it is concrete, regression-like, and well-scoped to a specific image-processing code path, with broader triage value than the other heterogeneous items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45042 is the best overall issue for the cluster because it is actionable, reproducible, and clearly describes a single code-path problem rather than a vague or example-only failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different failures: a trailing-slash local model import warning vs undefined helpers in multimodal video token counting." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Unrelated code paths: last-batch metric gathering truncation vs SAM3 text/bbox behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashes from a missing processor attribute are not the same as a Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are separate bugs in different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling is unrelated to TimesFM's missing window_size attribute." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are distinct problems." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to cache seq-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling and Qwen3 auto device mapping CUDA asserts are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "A sliding_window config issue is not the same as a float8 storage lookup/type error." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect save_pretrained visual keys in Qwen3.5 is unrelated to Sam3Model text encoder weight loading." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "These are separate model/tokenizer loading failures for different models and failure modes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "from_config text_config unwrapping and CPU-offload incompatibility in rotary embedding are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption and from_pretrained behavior inside Python classes do not share the same underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "An AddedToken keyword collision is unrelated to ScandiBERT model loading." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatches are separate inference problems." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading failure for one repo is not the same as PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num-label propagation into text config is different from the single-label-classification zero-loss bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and gradient explosion under ZeRO-3 are unrelated training issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example errors do not match a processor/model resolution mismatch in OmDet-Turbo." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation and long-context FA2 performance regression are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to quantized save/load breakage after sinq." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "A CUDA assert in Qwen3 auto device mapping is not the same as an apex RMSNorm memory leak." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and config token-ID persistence are distinct issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking of Qwen3.5 embeddings is unrelated to trainer.evaluate failing after train()." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "These are entirely different failures: checkpointing mode restrictions vs a T5/apex memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in apex FusedRMSNorm is unrelated to a missing supports_gradient_checkpointing flag." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "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:43746|issue:43873", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:44995|issue:46858", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:46829|issue:46832", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:45987|issue:46829", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:44008|issue:46858", + "issue:45381|issue:46693", + "issue:44220|issue:44661", + "issue:43531|issue:43643", + "issue:43618|issue:43697" + ], + "prepared_review_unit_hash": "05291698c8ea49de2446ff219d382eddb9cebd9cf668b3231286b4b136bcfa76", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: nearly all pairs are related only by broad subsystem overlap, not the same underlying bug. The only clear duplicate is the Qwen2.5-VL batched `apply_chat_template` crash pair.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44545 is the best canonical issue because it is the clearest duplicate representation of the Qwen2.5-VL batched `apply_chat_template` crash and has slightly more context/activity than issue:44514.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue candidate overall: it cleanly captures the only true duplicate pair in this set and is well-scoped to the concrete crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading behavior, but one is cache resolution and the other is an unconditional `model_info()` call in Mistral regex patching; different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same crash report for `Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`; titles are near-identical duplicate descriptions." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Both touch model config/flags, but one is about unwrapping `text_config` in multimodal configs and the other is a missing `supports_gradient_checkpointing` attribute; not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different components and failures: Mamba2 cache/use-cache correctness vs T5 decoder input validation error messaging." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "One is a SigLIP2 docs/example mismatch plus quantization failure, the other is offloading behavior with quantization; related theme, not the same underlying defect." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both mention wrong model outputs, but they are different models and code paths (SigLIP2 pipeline vs CamemBERT masked LM predictions)." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer/special-token issues, but one is runtime post-processor updates and the other is BigBirdTokenizer mask token registration; different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: void segmentation map processing vs `GenerationMixin` import error." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache sequence length, but the first is a stale indexer cache in GlmMoeDsa and the second is a static-cache device-tensor arithmetic issue; different code paths." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-family issues, but one is a `weight_only=True` load error and the other is wrong video `vision_position_ids`; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both involve tokenizers, but the specific failures are different: special-token post-processor updates vs LayoutLMv2 NER/batching crashes." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Same model family, but different defects: output field assignment vs a forward-pass TypeError on feature-level mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are about Mistral regex/tokenizer handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec-handling regression with a misleading warning; not clearly the same bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex/codec handling is unrelated to `list_repo_files` failing to forward `revision`." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length return type vs VideoPrism output field mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and failures: BitNet packed-weight loading vs DAC `from_latents`/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/model-loading-related, but one is tokenizer special-token registration and the other is BitNet packed-weight unpacking; no shared concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and symptoms: Deepspeed ZeRO-3/BertModel init vs audio fbank feature extraction." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal/model-loading issues, but one is processor/tokenizer access regression and the other is long OCR input index handling; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/compile failures in different models; only broad inference-performance overlap." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "One is torch.compile + SDPA in Bamba, the other is an MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizers, but one is an `AddedToken` argument duplication bug and the other is a model load failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both concern Qwen video input, but one is a Qwen3OmniMoe processing `ValueError` and the other is apply_chat_template feature/token count mismatch; different concrete failures." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable name collision is unrelated to static cache sequence-length arithmetic." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure vs add-new-model-like mapping failure; no shared underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code=True` losing fields in `AutoConfig`." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RT-DETR output differences are unrelated model-specific regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:44514 / issue:44545, is well-supported by near-identical titles and matching crash descriptions, and the other rejections are framed cautiously without overstating evidence. No mergeability issues apply here because this cluster contains issues only." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46665" + ], + "soft_pairs": [ + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:43540|issue:44008", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:45584|issue:45834", + "issue:43716|issue:44008", + "issue:44479|issue:45834", + "issue:43388|issue:46032", + "issue:44991|issue:46291", + "issue:43825|issue:43994", + "issue:43577|issue:43818" + ], + "prepared_review_unit_hash": "1247c1d841b199f923015e6d1db95cae1efb910b47c85f4571a08e5cd6fc312c", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36179, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges here: the items span unrelated bugs across tokenizers, model loading, generation, docs, and runtime backends. The soft pairs are mostly same-area but different concrete failures, so they should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue; the set mixes unrelated bugs across tokenizer, model loading, generation, docs, and runtime backends.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for deduplication; none of these issues cleanly represents the others as the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading APIs, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside user classes; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent decoding are unrelated code paths with different symptoms." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and Perceiver interpolation failures are different model-specific bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and CustomTrainer loss signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and est-roberta tokenizer loading failures are different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one loses fields via trust_remote_code and the other rejects granite_speech under strict config checks." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are separate architecture issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA on Bamba and DAC.from_latents missing STE are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors do not share the same code path." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline hub call issue and the other is a tokenizer attribute crash; separate bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3Omni video processing and Gemma3n audio_mel_mask naming collision are different multimodal bugs." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation and outdated docs for removed pipeline tasks are not the same underlying problem." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors and Kosmos2.5 long-OCR indexing are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer batching/padding crashes and AutoTokenizer loading failure are different tokenizer issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different symptoms: Pegasus output drift vs CamemBERT masked-LM regression." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are distinct loading/runtime bugs." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfaults and MPS histogram unsupported for Int are unrelated backend/model failures." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are completely separate." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark and bf16 dtype mismatches for SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and single-label zero-loss behavior are not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 preprocessor/model dtype mismatch and Gemma3n attribute collision are different multimodal failures." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are separate input-shape bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache incorrect results are different training/inference bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and kernels import/version requirements are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task deprecation messaging and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems 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": 24, + "review_unit_index": 19, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43950", + "issue:44291", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45406", + "issue:45701", + "issue:45987", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846" + ], + "soft_pairs": [ + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:43582|issue:44857" + ], + "prepared_review_unit_hash": "8adefc2b5f6e12a9474e204fb231761ee032e296ae9da91c20b6951988624c9f", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35344, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The tokenizer pair is a tentative title-level match: both reports center on tokenizer behavior, with 28218 open and 29159 closed, but the packet alone does not prove duplication. The other soft edges still look like different concrete bugs.", + "confidence": 0.52, + "canonical_issue_reason": "issue:28218 is the best issue candidate because it is open and directly names the added-token spacing symptom; issue:29159 is a closed tokenizer behavior report that may be related, but the packet only supports a tentative match.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best global issue candidate because it is open and the title most directly states the symptom; issue:29159 is related at the title level, but the evidence is not strong enough to treat it as the same bug outright.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: one concerns non-persistent buffer loading corruption, the other a return-type issue in StaticCache.get_seq_length()." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated failures: Apple Silicon allocator warmup TypeError vs stale config dtype after from_config()." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3 problems with different symptoms and code paths: weight_only loading error vs flash-attention generation failure." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token post-processing and the other is Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and failures: Qwen3.5 video chat-template mismatch vs T5 decoder-input validation error message." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related to remote_code breakage at a broad level, but the concrete issue is different: one names is_torch_fx_available removal, the other is a broader regression report." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different shape-error causes: Qwen3-VL loading mismatch vs missing TP plan entries for linear_attn." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "No shared underlying bug: mask/index shape mismatch vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video inputs, but they affect different model families and different internals." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect error message, the other is stale documentation; related topic, not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Completely different problems: image processor resolution mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: packed-weight loading vs dtype mismatch in inference." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Tentative accept: the titles both point to tokenizer behavior, and one is open while the other is closed, but the packet only supports a cautious same-bug match." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights with an unexpected argument." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Different contexts and failures: Jupyter custom model initialization vs from_pretrained inside Python classes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "No overlap in bug mechanism: BLIP2 dtype preservation vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A model prediction regression is not the same as a general tokenization-version change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: backend installation packaging vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different components entirely: BarkProcessor voice preset vs CustomTrainer.compute_loss signature error." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access safety and CLIP model structure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are different bugs." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing/counting issues, but the padding regression and patch-count bug are not the same failure." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL regressions: one is loading with weight_only, the other is rope-index scaling for still images." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different AttributeErrors in different components: Mistral tokenizer patching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Allocator warmup on Apple Silicon is unrelated to an AMP/CUDA image-loss crash." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The tokenizer pair looks plausible, but the writeup is a bit too confident for the evidence in the packet. Phrases like \"specific\" and \"reproducible\" are not grounded by the metadata alone, and calling 29159 a duplicate/broader version of 28218 is stronger than the packet supports. Please soften the claim to a tentative match based on the titles and open/closed status only. The other soft-edge rejections are conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 20, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "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:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45372", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:45372|issue:46326", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "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", + "issue:43643|issue:45759", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931" + ], + "prepared_review_unit_hash": "e3321de8cd7d184645b541ca1b0b75698087035d3484d8df7dea969ad185e783", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs across model loading, quantization, processors, training, and backend-specific behavior. There is no single duplicate bug or PR target that cleanly explains the whole set, so every soft edge should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the closest thing to an umbrella because it covers a broad recent model-loading regression, but it still does not unify the rest of the cluster into one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best triage anchor for the cluster because it is the broadest, highest-level loading regression among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: float8 storage lookup vs PIL image processor dependency handling." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common-adjacent loading, but one is a missing import and the other is tokenizer chat-template behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Model-specific key error is not the same bug as the broad remote_code loading regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime failures: torch.compile+SDPA on Bamba vs MXFP4 loading fallback on git-oss-20b." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated issues: template-node compile error vs tokenizer max_length constant." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both touch multimodal/model plumbing, but one is a broken video token path and the other is stale auto_mapping references." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision bugs: Beit label reduction vs RTDetrV2 output mismatch." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar theme of tied-weights warnings in Qwen variants, but the concrete bugs are different." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but they affect different code paths and models with different causes." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated vision preprocessing bug vs MPS attention correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs multimodal video token counting." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No overlap beyond being isolated runtime issues; one reproduces an upstream bug, the other is an FP8 inference failure." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage and custom trainer API mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different bugs: GenerationMixin import path vs custom model initialization in notebooks." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model/config bugs: DAC forward mismatch vs DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both mention training flow, but the specific failures and code paths are different." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency omission and pipelines import failure with kernels are not the same issue." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Accelerate unpacking of BitNet weights and OmDet processor image-size mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are not the same as a quantization-loading regression for git-oss-20b." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under distributed loading." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but the bug mechanisms differ completely." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading and Whisper batch_decode token skipping are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but they affect different APIs and different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 memory regression is not the same bug as Sam3Video OOM." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure modes: GLM-4.7-Flash test loading vs Qwen3.5 flash-attn generation." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion bug and plain CUDA OOM are not the same underlying issue." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio bugs: apply_chat_template sampling-rate default vs batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: distributed MoE conversion vs weight-shape mismatch on Qwen3-VL." + } + ] + }, + "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": 24, + "review_unit_index": 21, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832" + ], + "soft_pairs": [ + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:43450", + "issue:43650|issue:43906", + "issue:44291|issue:45042", + "issue:43749|issue:44756", + "issue:42915|issue:44821", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:44857|issue:46832", + "issue:29159|issue:34567", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43454|issue:43577", + "issue:44987|issue:45538", + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45137|issue:45405" + ], + "prepared_review_unit_hash": "5d80f225ac2c26af1d6166fd70c75c9cd15b48eadf828e5b576c990911c0dde0", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36240, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft pairs are mostly same-subsystem but clearly different bugs, so I reject all duplicate links. There is no strong canonical issue or PR candidate here.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated bugs, regressions, and models/components.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is not a coherent duplicate set, so any single issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video/multimodal regressions, but they describe different failures and likely different code paths/models." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is tokenizer protobuf error masking and the other is Fuyu tensor conversion swallowing exceptions." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is lazy init recompilation and the other is max_cache_length handling for quantized cache." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different loading failures; the shared 'key error' wording is too broad to be the same bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processing, but one is an undefined variable in multimodal token counting and the other is a batched-shape bug in video processors." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful overlap; one is an empty low-signal issue and the other is an isolated reproduction of a specific upstream bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "These are unrelated: init_empty_weights argument handling vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 loading vs AutoImageProcessor loading from URL." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting bug and high perplexity on a specific model are unrelated problems." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different pipelines/models and different symptoms; not the same underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different subsystems entirely: config save/load token IDs vs quantization fallback behavior." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward shape/type error from feature-level mismatch." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and trainer token counter updates are unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to pipelines import failure from kernels version/revision requirements." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "One is missing PyTorch dependency detection; the other is a BART generate variable-initialization bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model families and different bugs: weight tying vs dtype propagation." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A loading regression for a specific model is not the same as CLIPTokenizer's incorrect model_max_length." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "General import dependency error vs a specific model-loading regression are not the same defect." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels dependency validation are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated issues." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different output/save-path regressions; not mergeable as one fix." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Bus error on MacOS with a CLIP model is unrelated to trainer token accounting." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head tying in Mistral3 is a distinct bug from LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend and missing Qwen2_5_VL export are unrelated import/package issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version pin bump." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 22, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:28282|issue:29127", + "issue:43317|issue:45538", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44291|issue:44821", + "issue:38175|issue:44898", + "issue:44479|issue:45381", + "issue:44568|issue:45488", + "issue:44792|issue:44964", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43716|issue:46701" + ], + "prepared_review_unit_hash": "0768d1ed8c9937b46f80b2e96f5ad6a7f94475bb376543f3060afce12d16f41b", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous grab-bag of unrelated bug reports (tokenizers, trainers, multimodal models, dtype/loading, and device-map issues). None of the soft candidate pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and no soft pair appears to be a true duplicate of another.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is globally best for the cluster because the cluster is not cohesive; picking any one would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch dependency error and the other is a layoutlmv3 box-validation message; different root causes." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "One is device_map/offload loading failure for a dequantized model; the other is a tokenizer max-length oddity. Not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both occur during model loading, but the failures are different: a key error for MobileLLM-125M vs an unexpected init argument with init_empty_weights." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are unrelated code paths and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention Qwen/video/FA2 performance, but one is a video-input regression and the other is a long-context generation slowdown; different problems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer bugs, but one is AddedToken argument handling and the other is model-specific tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-state output bug; the other is a broader version-dependent tokenization change. Not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype, but one is model/qformer weights staying float32 and the other is config.dtype not being updated. Different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different loading/runtime failures: Qwen3Moe with FineGrainedFP8Config versus FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading regression is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert for Qwen3 is unrelated to a video-processing ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing-PyTorch ImportError." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and tokenizer slow/fast inconsistency are different subsystems and failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues in Qwen models, but they affect different model families and show different errors; not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend installation issue versus a specific model loading failure; no shared underlying defect." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast and repo-file revision forwarding in CI are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and the v5.3.0 Qwen video regression are related in theme but not the same concrete code-path problem." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model issues: unexpected zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen video regressions, but the titles indicate different model versions and symptoms (general regression vs wrong vision_position_ids)." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Special-token addition regression in mdeberta-v3-base is not the same as LlamaTokenizer overriding ByteLevel pre-tokenizer behavior." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are distinct multimodal issues with different failure surfaces." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter not updating and custom compute_loss signature mismatch are different trainer regressions." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE FP8 loading bug and Smollm3 RoPE-layer dropping are unrelated model-specific issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is AddedToken special-kwarg duplication and the other is a Mistral regex patch crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-time TypeErrors, but one is a missing key for a model file and the other is a missing Float8 storage type. Different root causes." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression and Mistral tokenizer regex crash are different subsystems." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and Qwen3.5 apply_rotary_pos_emb registration failure are not the same code-path problem." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma image-text pipeline failure are different multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43761", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:43756|issue:45325", + "issue:44737|issue:46463", + "issue:43531|issue:44821", + "issue:43906|issue:46468", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43697|issue:46829", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45663|issue:46846", + "issue:44737|issue:45588", + "issue:43540|issue:46693", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:43761|issue:46829", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "91c6f470ff69145a20a66125190cdce0ac63beb8ac6db6f8217291aa9d4ecc7a", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues that only share broad keywords like loading, configs, dtype, or tied weights. None of the soft pairs look like the same underlying bug or a PR that would plausibly merge together.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct model families and code paths, with only superficial textual overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a duplicate target because there is no coherent duplicate family here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position handling, but one is about Smollm3 dropping layers and the other is a Qwen2.5-VL temporal scaling bug. Different models and different failure modes." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement in relative positional encoding is unrelated to T5 decoder-input validation error messaging." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is just a reproduction of an earlier issue; the other is a broken Nemotron example. No evidence they are the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a leading-space encode/decode issue in CodeLlama." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and a removed-config CI breakage are different problems." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype handling, but they affect different models and different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder validation wording." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction issue and a long-context FA2 performance regression are not the same underlying defect." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape failure and Bart generate() decoder_attention_mask initialization are separate errors." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different output bugs: RTDetrV2 output divergence vs VideoPrism hidden_states assignment." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but one is gguf_file handling for Auto* loaders and the other is a specific model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is missing num_labels propagation and the other is strict config blocking granite_speech." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "The first is an image-processor label reduction bug; the second is a sequence-classification loss bug with num_labels=1." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Same model family, but one is an FSDP2 shared_kv_states KeyError and the other is a tensor-parallel plan omission causing OOM/shape errors." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux=None handling are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Saving incorrect visual encoder keys and wrong tokenizer IDs are different serialization/tokenization problems." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is config persistence on reload; the other is rope-parameter validation on JSON-loaded lists." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import detection and a NoneType broadcast error in Trainer are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 checkpoint save corruption are separate regressions." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one is CLIPVisionModel returning None and the other is VideoPrism mislabeling last_hidden_state as hidden_states." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but they affect different models and different mechanisms (remote-code missing fields vs strict dropping a vision config field)." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both touch tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model tied-weights regression." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and trainer.evaluate() after train() are different failure paths with no clear shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 24, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44484", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:43531|issue:43742", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:43550|issue:43927", + "issue:44821|issue:46821", + "issue:44484|issue:44704", + "issue:44479|issue:44625", + "issue:45491|issue:46002" + ], + "prepared_review_unit_hash": "a2a7d617ceb7a3a68fafdc2cfee2dc3876d19cd50f66f53ab0e2d20e8900b98a", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36472, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of distinct transformers/model-loading regressions, not one duplicate bug. The only broad commonality is tokenizer/processor-related breakage, but the paired items still point to different concrete code paths and models.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue clearly covers this heterogeneous set; the closest broad anchor is issue 29159 because it is the most general tokenizer-consistency report, but it is still not a true umbrella for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 29159 is the broadest and most reusable summary of the shared tokenizer theme, but it is too generic to represent all items cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "One is a position-id key regression across models, the other is a save/load issue for sinq-quantized models; unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both involve tokenizers, but one is about BigBird special-token registration and the other about MLuke task-time AttributeError; not duplicates." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different components and symptoms: DAC forward/from_latents mismatch versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "A config attribute error for Llama4 is unrelated to a DiffusionGemma pipeline/output issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are different failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both hit tokenizer/model loading, but one is gguf_file support and the other is offline model_info calling; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model regressions with different failing behaviors and model families." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import/load failure and Windows ROCm torch.distributed import issues are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific loading/runtime issues; no shared concrete code path." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but one is TensorBoard/TensorFlow backend detection and the other is an invalid tensorflow_text backend mapping entry." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General clean_up_tokenization_spaces behavior changes are not the same as CodeLlama\u2019s leading-space round-trip regression." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: custom model init/processor handling versus Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but the tokenizers and the exact failure modes differ." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP RAM-efficient loading." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency does not match a MacOS bus error in a CLIP community model." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and missing text encoder weights in Sam3Model are different model-construction bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP2 dtype propagation are separate issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBird and DiaConfig token-ID loss after save/load are different persistence/decoder problems." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is not the same as a broad tokenization-version change report." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info handling and est-roberta tokenizer loading failures may both be tokenizer-related, but they are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is different from num_labels propagation in Qwen3.5." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they occur in different models and stages: Gemma3 attention embeddings versus classification-head init/checkpointing." + } + ] + }, + "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": 24, + "review_unit_index": 25, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "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:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:43643|issue:44561", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43504|issue:44610", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "43cc2b173d3da616c32a08747ff7b6cfb0adc03bf5ac0c2ff71f59e3115ca8eb", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36583, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of unrelated Transformers issues. The soft pairs are mostly broad semantic matches (e.g. generation, loading, processors, config) but do not describe the same concrete bug or fix, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: Qwen2-VL multi-GPU training vs GenerationMixin import error; no shared underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are model correctness issues, but they affect different models and mechanisms (aux-loss normalization vs DeepSeekV3 divergence)." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is a different training-path bug from Qwen2-VL multi-GPU support." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation/cache handling, but one is server KV continuation indexing and the other is beam-search cache reorder skipping for specific model classes." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load behavior, but one is tied-weight serialization and the other is sinq quantization persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-output bugs, but the code paths differ: compiled forward chunking vs flash-attention on Qwen3.5." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated bugs: legacy preset loading for BEiT vs torch.compile/SDPA failure for Bamba." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are model-loading issues, but they are different root causes and different model families." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different runtime failures: auto device-mapping cuda assert vs compiled forward chunked generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Same broad FA2 area, but one is incorrect generation and the other is a performance regression; not the same fix." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Loading with base_model_prefix is unrelated to missing TP plan entries for Qwen3.5 linear_attn." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different problems: dtype propagation in BLIP2 load vs an MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Both are save/load related, but packed-weight loading and DiaConfig token IDs are separate bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model-loading/processor bugs: BEiT legacy field vs OmDet-Turbo size mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different model behaviors: BF16/FP32 dtype regression vs auxiliary-loss normalization." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are separate issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processor APIs, but one is audio sampling rate defaulting and the other is tokenizer/image handling regression." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but on different inputs and different code paths (batched padding vs tool-call assistant messages)." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same SigLIP2 model family, but docs-example mistakes and HF-vs-JAX implementation discrepancy are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config token fields after v5, but they affect different attributes and model configs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different failures: accelerate loading of packed BitNet weights vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the unreleased PEFT version bump." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different model-specific bugs: Qwen3.5 label propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but gguf_file breakage and inability to load ScandiBERT do not share the same root cause." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different bug classes: Gemma4 device-map mismatch during forward vs sinq quantized save/load breakage." + } + ] + }, + "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": 24, + "review_unit_index": 26, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "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:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46399", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44849|issue:45357", + "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:44792|issue:45405", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:44589|issue:45520", + "issue:44568|issue:45812", + "issue:46821|issue:46832", + "issue:45072|issue:46832", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:46399|issue:46846", + "issue:43334|issue:45759", + "issue:43606|issue:44112", + "issue:43334|issue:43572", + "issue:43572|issue:44291", + "issue:45245|issue:46710" + ], + "prepared_review_unit_hash": "d56fe5fd23a9a3a1b68d31e520fc0e505acbd729bbfda955b9668c2254b4c79e", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36267, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated issues across tokenizers, Qwen/VL loading, dtype/offload, CI, and model-specific regressions. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links should stay rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here: the items span multiple distinct bugs and subsystems, so none can represent the cluster without over-merging.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be used as a loose representative, issue 45812 is the strongest because it describes a broad tokenizer regression affecting all Granite models and has the clearest impact signal, but it still does not unify the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer whitespace bug vs MacOS bus error on a CLIP model; completely different symptoms and code paths." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 model/pipeline mismatch vs a text_kwargs/return_tensors behavior bug; unrelated functionality." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug vs FP8 inference on B200; no shared concrete code path." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype change for embeddings vs ZeRO-3 gradient explosion; too different to be duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors vs a regression in processor/tokenizer API behavior; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs DeepSpeed training instability; unrelated issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs Qwen2-VL multi-GPU training question; no overlap in failure mode." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init regression vs state serialization inconsistency; separate code paths and symptoms." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference issue vs accuracy regression after upgrade; not the same underlying defect." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 vs incorrect visual encoder keys on save_pretrained; distinct bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch vs resume_from_checkpoint key mismatch; unrelated failures." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "mDeBERTa special-token insertion bug vs DeepSeek-Coder tokenizer output regression; both tokenizer-related but not the same concrete issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure vs PEFT version bump; no common bug or fix." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import symbol vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token IDs loss vs MLukeTokenizer AttributeError; different models and failure modes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure vs offline model_info call in a tokenizer patch; not the same underlying problem." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization vs flash_attn import_utils KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions in different model families; similar theme is not enough to merge them." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute error vs RT-DETR feature-level mismatch; separate model-specific bugs." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference vs RT-DETR forward shape/type error; no shared code path." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on a Qwen model vs a dependency version bump; completely unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field preventing Beit loading vs CPU offload device mismatch in bark-small; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE loading, but one is accelerate/deepspeed weight conversion and the other is a dev loading regression; too different to treat as one bug." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Kernel-registration crash vs TP plan omissions causing OOM/shape errors; distinct defects." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config vs composite config unwrapping in AutoModelForCausalLM.from_config; related area but different bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Model CPU offload failure vs stale CI test in another model; not duplicates." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id issue vs StableLmConfig pad_token_idx issue; same token-field theme but different models and root causes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field vs init_empty_weights argument incompatibility; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error vs downstream accuracy regression; no shared 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": 24, + "review_unit_index": 27, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45479", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:46832|issue:46858", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:43844|issue:44964", + "issue:45229|issue:45823", + "issue:43873|issue:46050", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "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:45479|issue:46829", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "d13655258cbad8d1ac50ede075371f9df30ccfcbf803b3793cedbdbf163420ab", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; the issues span many unrelated subsystems (tokenizers, serving, quantization, multimodal models, training, and backend-specific bugs). No PRs are present. If a representative issue is needed, the most active broad bug report is the best anchor, but it does not imply duplication across the cluster.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43873 is the strongest representative by activity and scope: it is open, has multiple inbound references, and concerns a broadly impactful quantization/offloading bug. However, the cluster itself does not look like one coherent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best issue candidate because it is actively discussed, open, and likely to draw follow-up fixes. It is more representative than the model-specific or one-off reports, even though the items here are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model/output structure changes, but they affect different models and different failure modes: unexpected key/position-id handling vs CLIP text-model attribute layout." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both are loading/tokenizer-related bugs, but one is a legacy field during BEiT model loading and the other is BigBirdTokenizer special-token registration; different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/forward behavior, but one is chunked generation with compiled forward and the other is cache length handling for quantized cache. Not the same bug." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "Both involve tensor/index arithmetic, but one is RT-DETR feature-level mismatch and the other is static-cache seq-length on non-CUDA backends. Different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Both relate to generation, but one is GenerationConfig validation and the other is a multimodal pipeline output/type issue. No shared concrete fix." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a missing default for mm_token_type_ids in fine-tuning; the other is multi-GPU inference OOM. Different problems and remedies." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: ZeRO-3 gradient growth versus model loading failure for Phi-4 multimodal. Only a loose training/model-inference theme is shared." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch during forward. Not the same concrete bug." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization/offloading, but one is about offloading not working as expected and the other is post-save/load breakage for sinq quantization. Distinct issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both crash on edge cases, but one is Whisper timestamp decoding with a trailing replacement character and the other is apply_chat_template on an empty list. Different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLflow reporting after training failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 inference discrepancy, the other is a model key/position-id structure issue. No shared underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention aux state handling and sinq save/load breakage are unrelated; both are quantization-adjacent but not the same fix." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import-path warning and CUDA OOM are completely different." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation failure for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure do not share the same code path." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3-related, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow when calling the model; too weak to treat as one bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-token spacing and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Sequence-classification zero-loss behavior and VideoPrism output field confusion are different model/task bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal string-to-device error and the other is KV-cache continuation tensor indexing. Distinct code paths." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check in flex_attention are not the same defect." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability inference are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and a model accuracy regression after upgrade are separate issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter validation TypeError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and an accuracy regression after upgrade do not indicate 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": 24, + "review_unit_index": 28, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821" + ], + "soft_pairs": [ + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43295|issue:43873", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:43232|issue:44849", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:38175|issue:43493", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:43653|issue:44112", + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "70d43b4f6565a753e83a07f6495ac3e17337dce9c708c590f1889ae0a875eba5", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous; most soft pairs share only broad subsystem or model-family similarity, not the same concrete bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43295 is the broadest, most user-facing regression in the set and overlaps with several nearby multimodal/tokenizer candidates, making it the best single representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 has a clear reproduction scope, regression framing, and broad impact on processor/tokenizer behavior, so it is the strongest canonical issue candidate among these mostly unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import problems, but one is a flash-attention symbol import error and the other is a meta-device model-loading regression; different code paths and fixes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch in inference, the other is a Wav2Vec2 save/tokenization failure; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve multimodal processing, but one is a tokenizer/processor image-passing regression and the other is a batched video-shape issue; distinct failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "These touch model loading and multimodal config handling, but one is a flash_attention None-attribute crash and the other is text_config unwrapping in AutoModel; different root causes." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and Gemma4 mm_token_type_ids defaulting are unrelated multimodal bugs." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are unrelated config/API issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and return_tensors being ignored are different tokenizer API bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer image regression and quantization offloading behavior are different subsystems and failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only fine-tuning defaults and a device_map forward mismatch are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "A Gemma4 device-placement bug and ignored return_tensors kwarg do not share a concrete code-path problem." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-related, but one is tokenizer/image access regression and the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend mapping issues, but they concern unrelated backend names and code paths." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A decoder_attention_mask generation bug and failing Flash Attention 2 tests are not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "One is missing StableLmConfig pad_token_idx, the other is a model-loading failure for a specific repo; no clear shared root cause." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync behavior and a Qwen3.5 output_hidden_states bug are separate generation/model issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and ZeRO-3 gradient growth are different training/runtime bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape errors and a tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness issue and a Kimi tokenizer regression are not the same code path." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and modules; no shared fix is evident." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash local-path import warning and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is zero probabilities on a model and the other is a broader HF-vs-JAX discrepancy; insufficient evidence they are the same concrete bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template related, but one is assistant mask generation and the other is a crash with tool-call messages; different failures." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors and a return_tensors kwarg bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug and a GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA-merge collapse with extended vocab are different tied-weight problems, not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "A BF16-to-FP32 dtype change in evaluation and Qwen3 MoE memory inefficiency are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space behavior and post_init reinitializing resized embeddings are separate tokenization/model-initialization bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 29, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "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:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:44479|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43388|issue:43526", + "issue:44561|issue:46234", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:44610|issue:44857", + "issue:46424|issue:46858", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "8ce4e20dc91566561b1d25f05870bd76810b4b6cc4d435002ddd53da288893a0", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36142, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the suggested pairs mostly share only broad themes like multimodal configs, import utilities, or cache handling, but they describe different code paths and fixes. None of the soft edges looks like a true duplicate or mergeable same-bug pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue clearly subsumes the cluster; the items are largely unrelated bug reports across different models, processors, and runtime paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue stands out, since the cluster does not represent one underlying defect or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model/config structure, but one is a from_pretrained buffer regression and the other is a CLIP class layout inconsistency; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "One is a missing Qwen2.5-VL export import error; the other is a detokenization regression in DeepSeek Coder. Not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id on configs, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage and stale dtype on from_config are unrelated API regressions." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape handling are separate processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure and save_pretrained/tokenization failure are different model-specific issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are different subsystems and failure modes." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents mismatch and a GraniteSpeech CI device-override failure are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression and return_tensors being ignored when text_kwargs is passed are different multimodal behaviors." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal Qwen issues, but one is mm_token_type_ids defaults and the other is rope position scaling." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different pipeline docs and different deprecated/changed arguments." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Tuple label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels are separate label-handling bugs." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import_utils helpers, but they are different missing symbols with different downstream breakages." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model/runtime issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware-specific failures: Qwen3 auto device mapping on A800 vs FP8 inference on B200." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "A CUDA AMP loss crash and missing auxiliary losses are distinct detection-training bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription handling are separate audio issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and LwDetr loss AMP crash do not share the same underlying defect." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache internals, but one is a max_cache_length config limitation and the other is device-tensor seq-length arithmetic on static cache." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure drift are unrelated config/model-API regressions." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale model.config.dtype after from_config and TimesFM window_size AttributeError are different bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "A flash_attn import_utils KeyError on Python 3.13 and a Windows ROCm torch.distributed import problem are unrelated compatibility issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior are different paths." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated model behaviors." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing private flash-support helper import and Torch 2.10 incompatibility are different versioning/import 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": 24, + "review_unit_index": 30, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:26413", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:44514|issue:44521", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:43720|issue:44112", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:45200|issue:45588", + "issue:43819|issue:44493", + "issue:43606|issue:44857", + "issue:39692|issue:43526", + "issue:44448|issue:44779", + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "4544e82ec6f5241fbbb6514229015a7b34d3796d0199009bd96ada822910674d", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports. The only clear duplicate-like pair is the repeated Qwen3.5 MoE from_pretrained regression (issue 45310 / 45478). No pull requests are present.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the clearest canonical issue: it is the earlier report and has the same exact title as 45478, indicating the same Qwen3.5 MoE from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best overall issue candidate because it is a direct, repeated bug report with the clearest duplicate signal and no competing issue is more central.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration/decode issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both mention model/runtime failures on CI, but one is torch.compile+SDPA for Bamba and the other is a stale device-override test in GraniteSpeech; not the same code path." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error with a community CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BEiT legacy preset loading are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are different behavior regressions." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 TorchScript parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in training/eval is unrelated to a pipeline task-support error message." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both concern apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs; different defects." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe output-length helper bug do not share the same underlying issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and NoneType GPU broadcast failure are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking on accelerate load is unrelated to the GraniteSpeech stale device-override test." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing _flash_supports_window_size and missing HybridCache are separate import regressions." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug and GraniteSpeech CI test issue are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but one crashes on assistant tool-call messages with no content and the other is a continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma staying on meta with device_map=auto are different loading problems." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash attention crash on sink-less models with s_aux=None is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and token-embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count limit runtime error." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same reported Qwen3.5 MoE from_pretrained error; clear duplicate pair." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash attention s_aux handling." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents / missing STE mismatch is unrelated to unexpected position-id keys." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crash are different runtime issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer regressions are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are different training issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. It correctly identifies 45310/45478 as the only clear duplicate pair based on the exact matching title and matching bug description, and the other soft-edge rejections are conservative rather than overstated. No PR pairs are present, so there is nothing mergeability-related to flag." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:44617|issue:46697", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:45381", + "issue:40444|issue:43526", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:29870|issue:33290", + "issue:37428|issue:42175" + ], + "prepared_review_unit_hash": "fb21b20bf68f0c4879e5f960228cf5dd2293465b95ec77043cd691312385c57d", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36180, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated issues across tokenization, vision, training, serialization, and model-specific regressions. None of the soft pairs look like true duplicates, so there is no strong canonical issue or PR candidate here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Both involve image/video models, but one is CUDA OOM in Sam3Video and the other is over-padding in Swin2SR; different bugs and code paths." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer broadcast NoneType error are unrelated subsystems and failure modes." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is tokenizer error handling with missing protobuf, the other is a missing import_utils availability symbol; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Doc example model/processor mismatch and a position-id warning regression are different issues with different root causes." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature extractor center-arg crash and Gemma4 device mismatch are unrelated regressions." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a helper-function bug in qwen3_omni_moe are not the same underlying problem." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP loss crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and MacOS CLIP bus error are unrelated runtime failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM when loading Qwen2-57B are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Missing ReLU in DSA indexer and removal of is_torch_fx_available breaking trust_remote_code are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper behavior are different model-specific issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities and unexpected position-id keys are distinct symptoms with no shared code path shown." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "FlashAttention 2 support for XLMRoberta and Llama 3.2 90B Vision model loading are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization in post_init are different issues." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask UnboundLocalError and Trainer broadcast NoneType are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype drift and undefined multimodal-token helpers in video branch are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are not the same underlying change." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizers, but wrong token IDs and silently ignored return_tensors are separate API regressions." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id issue affect different paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch in eval and gradient checkpointing in eval mode are separate behaviors." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model import and missing decorator registration for qwen3_omni_moe are both scripting-related, but not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but DiaConfig token-ID loss and wrong custom module loading are different serialization bugs." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation-time UnboundLocalError and deepspeed/adafactor OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-support helper import and torch-only pip install lacking tensorflow backend are unrelated dependency 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": 24, + "review_unit_index": 32, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:44857|issue:45588", + "issue:46421|issue:46858", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:43381|issue:43701", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:29870|issue:34689", + "issue:45372|issue:45406", + "issue:43412|issue:45588", + "issue:44206|issue:44479" + ], + "prepared_review_unit_hash": "e2d776b69457c7a0c9dc8701752ca9e4f745f2ba8c9e68f04d39e5505623471e", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36620, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: the paired items are mostly unrelated model-specific bugs, regressions, or docs issues that only share broad Transformers vocabulary. No soft edge is strong enough to merge, and there is no sensible single canonical issue for the whole cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the cluster mixes many unrelated code paths (tokenization, generation, training, cache/offloading, quantization, model loading, and docs examples) across different models and versions.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative because the cluster is not centered on one underlying defect; picking any one would misrepresent the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: LWDETR AMP/CUDA crash vs flash-attention s_aux=None AttributeError." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are unrelated symptoms and code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a removed helper breaking trust_remote_code models; the other is a DeepSeek tokenizer correctness regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU OOM on Gemma4 are different resource-management issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output divergence and the other is serialization of tied weights; different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure and DeepSeekV3MoE implementation divergence are not the same underlying issue." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings are separate model/runtime defects." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different failure modes and models." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume checkpoint key mismatch do not share a concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation regression are separate issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale paged-generate warning are different problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except in Fuyu tensor conversion are unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird mask-token registration and Qwen3.5 recurrent-state reset are different tokenizer/model behaviors." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer task crash and Wav2Vec2 save/tokenization failure are not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading with base_model_prefix and rope-parameter JSON list validation are separate concerns." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency failure is unrelated to flash-attention s_aux=None crash." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is FineGrainedFP8Config load failure and the other is quantized-model saving failure." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder mask bug and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import error and serve-time missing _tokenizer attribute are different failures." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/erfinv issue and flash-attention sink-less crash do not share the same underlying code path." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature-extractor unsupported argument and Qwen video-input regression are unrelated model components." + } + ] + }, + "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": 24, + "review_unit_index": 33, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:45245|issue:45563", + "issue:29127|issue:33357", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45412|issue:46369", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:27957|issue:33290", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:33290|issue:34689" + ], + "prepared_review_unit_hash": "abf81fd6405b502cbcd3a5a605631f318970232572f1e989ffb7a0ff1d97becd", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37307, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs/regressions spanning tokenizers, model loading, memory, and Flash Attention. The soft pairs usually share only a broad subsystem or keyword, not the same concrete failure mode, so no reliable duplicate cluster emerges.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-specific correctness bugs: Smollm3 RoPE-layer mismatch vs DeepSeekV3 native/remote divergence." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Both are model/processor regressions, but one is Flash Attention 2 test failures and the other is void segmentation-map handling." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but the bugs are different: special-token registration vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Same FA2 umbrella, but one is NaNs from sliding-window/all-padding behavior and the other is a performance regression in long-context generation." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: a dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different issues in different model paths; the shared model/vision theme is too broad to be a duplicate." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from missing protobuf is not the same as leftover dummy classes leaking into package introspection." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Completely different behaviors: category-limit runtime error vs stale warning in paged generation." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different code paths: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "One is tensor-parallel OOM for a Qwen model; the other is a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE missing auxiliary losses." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenization/loading, but one is decoder-type handling in v5 and the other is ignoring tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ImportError from mistral_common and protobuf-related tokenizer error masking are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 bad outputs and RT-DETR memory leaks are different problems in different models." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for layout boxes is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a leak on deletion and the other is overflow when calling sam3-litetext." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor updates and Gemma3 NaN embeddings do not share the same bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes are distinct: tensor-parallel loading vs int4 quantization reserved-memory growth." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3 variants and different failures: FP8 config handling vs weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "No shared concrete code path; label-reduction bug and FA2 performance regression are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import and a general dependency issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors/tokenizers with different failure modes; not a duplicate." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and different symptoms: incorrect results vs memory overflow." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 model issue and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-related, but one is a missing pad_token_id attribute and the other is a sliding_window issue." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2 in general, but the reports are too vague to establish the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and Llama 3.2 Vision model-loading break are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46697" + ], + "soft_pairs": [ + "issue:46121|issue:46399", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43316|issue:45759" + ], + "prepared_review_unit_hash": "2e9b297a7fb80e9964e4541f89704b0d342e4cdc2e2c7cf980064805ef6402ed", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a mix of unrelated bugs across models, configs, processors, tokenizer/loading paths, and infra. I don\u2019t see any soft-edge pair that clearly describes the same underlying bug or change, so I would keep all pairs separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 has the broadest ongoing discussion and the most inbound references, making it the strongest single anchor in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most representative target for triage because it is still open and has the highest activity/reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary/rope, but one is a JSON-list TypeError in rope validation and the other is a missing-decorator registration crash in Qwen3.5 kernels; different failures." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM and embedding reinitialization in post_init are unrelated bugs affecting different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sinkless-model AttributeError vs. removed Sam3LiteText auto_mappings references; different subsystems and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantized offloading behavior are separate issues, not the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL regressions, but one is batched apply_chat_template padding behavior and the other is incorrect video position IDs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states output and Qwen3.5 MoE CPU offload compatibility are unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a different bug from patchtsmixer's post_init policy change." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and a feature extractor passing an unsupported center arg are distinct audio bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and the 2^24 category-count limit are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state/cache reset and Whisper batch_decode skip_special_tokens handling are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer failing for a tokenizer class and Perceiver image classification padding/resizing are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different bugs with no shared concrete code path." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warnings and Qwen3.5 cache-state reset are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and tokenizer loading for FastSpeech2Conformer are separate failures." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in an install extra and a missing import_utils helper are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-API inconsistencies, but they concern different models and different missing/mismatched fields." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero loss in sequence classification are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and a Bart generate decoder_attention_mask error are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 JAX parity and docs still referencing removed pipeline() are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are not the same underlying bug." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are unrelated image/video processing bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-kwarg conflict and list_repo_files revision forwarding are separate API bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id mismatch are different issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "These are both output-structure related, but one is a model-specific hidden_states regression and the other is a generic ModelOutput key-assignment bug; not clearly the same fix." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "A Python 3.13 torch.jit parsing/IndentationError and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and GPTNeoX rotary_pct not persisting on reload are different config bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and AutoModelForCausalLM failing to unwrap text_config for composite Qwen configs are distinct 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": 24, + "review_unit_index": 35, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821" + ], + "soft_pairs": [ + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:44464|issue:46421", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:43646|issue:44913", + "issue:44162|issue:44792", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "86abe83cac1217f59b6063ad7138a076f57c7542586b7459a96bf8cad9e8bf89", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated single-bug reports across different models and subsystems; none of the soft pairs look like true duplicates or mergeable as one fix. The strongest representative issue here is the open custom-module save/load regression (#45698).", + "confidence": 0.78, + "canonical_issue_reason": "#45698 is the most representative actionable bug: it is open, actively discussed, has inbound references, and describes a concrete save/load regression with a clear failure mode for custom modules.", + "canonical_pr_reason": null, + "best_issue_reason": "#45698 is the best overall issue candidate because it is specific, reproducible, and broad enough to serve as the cluster representative without being overgeneralized.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL shape mismatch; different code paths and root causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different import/load failures: one is a model load regression in transformers>=5.1.0, the other is a missing backend mapping for tensorflow_text." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "One is CLIPVision hidden_states being None; the other is attention-kernel divergence under torch.compile. Not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures in different entrypoints: local dataset loading in a training script versus unrecognized OLMo model config." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a load-time weight-shape mismatch and the other is a save_pretrained regression; not the same underlying issue." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both mention save/load behavior, but one is about saving dequantized models and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure versus a bare-except bug in tensor conversion; unrelated code and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus versus metric gathering dropping tuple labels; different training/eval paths." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve distributed/parallel execution, but one is a script execution problem and the other is an OOM when tensor-parallel loading a specific model." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA behavior for Bamba-9B-v2 is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are model loading issues, but one is OOM during tensor-parallel load and the other is a key error for a different model; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different failure mode from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape behavior and missing PyTorch import are completely different issues." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-related, but one is a missing utility function and the other is a kernels package version/revision requirement." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A processor/tokenizer regression and an incorrect pipeline error message are different bugs with different fixes." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/compile, but one reports inconsistent outputs while the other reports spurious recompilation from cache initialization." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 EOS config mismatch and Whisper empty-transcription failure are distinct model-specific issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API mismatch in Gemma3TextConfig versus image preprocessor/model dtype mismatch for Mistral-3 are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Different model families and failure modes: Gemma3 config API discrepancy versus TimesFM window_size AttributeError." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "A model post_init API constraint and non-persistent buffer corruption in v5 are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token configuration inconsistency is not the same as quantized model save/load breakage." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing interrupts in Fuyu conversion and Trainer import problems with datasets are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Breaking custom model initialization in v5 and rotary_pct not persisting on reload are different configuration/load issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling for AutoTokenizer/AutoModelForCausalLM and an unrecognized OLMo model config are different loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 36, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44190", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832" + ], + "soft_pairs": [ + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:46832", + "issue:43572|issue:46178", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43065|issue:44617", + "issue:43388|issue:43688", + "issue:43352|issue:46640", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "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:35141|issue:42490", + "issue:46082|issue:46697", + "issue:45632|issue:46617" + ], + "prepared_review_unit_hash": "d1a097d4a50dda3e4a7a158539e183ab47ec32c910b0c96eb57bbe07f17c207a", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35155, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issues across models, processors, caching, configs, serving, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so there is no clear canonical issue or PR.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue stands out because the cluster is not a true duplicate set; the items span unrelated subsystems and failure modes.", + "canonical_pr_reason": "No PRs are present in this cluster, so there is no canonical PR candidate.", + "best_issue_reason": "No issue is a good global anchor for deduping here because the reported problems are unrelated rather than variations of one defect.", + "best_pr_reason": "No PR is applicable because this cluster contains no pull requests.", + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different problems: tied lm_head weights vs FlashAttention support failure for a different model family." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "One is a bare-except tensor conversion bug; the other is a Windows/ROCm import dependency issue." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is a max_cache_length semantics bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor input-size mismatch vs memory overflow in a different SAM3-lite-text model path." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "ADD THE DATA is unrelated to a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43761", + "right": "issue:46832", + "accept": false, + "reason": "CLIPVision hidden_states regression and RT-DETR feature-level mismatch are unrelated code paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing config field after v5 update vs missing backend mapping for tensorflow_text." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal, but they affect different Qwen models and different processor failures." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TF backend installation issue is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset field load failure is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in a decoder is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation in gather_for_metrics is unrelated to auxiliary loss normalization." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention FlashAttention, but they target different models and different failure surfaces." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA extended-vocabulary collapse and missing mm_token_type_ids are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generation cache missing in chunked_prefill differs from recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to the missing fpn_position_embeddings attribute." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure is unrelated to loading a Phi-4 multimodal model." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize is unrelated to import warnings from a trailing-slash local path." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/config bugs." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "A local trust_remote_code leaf-directory cache collision is not the same as a FileNotFoundError while loading from cache." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 37, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44855|issue:45588", + "issue:43673|issue:46421", + "issue:43827|issue:43994", + "issue:43931|issue:44060", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:45563|issue:45584", + "issue:25251|issue:27957", + "issue:44479|issue:44734", + "issue:43335|issue:44855", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45381|issue:46655", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:43526|issue:46697", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276" + ], + "prepared_review_unit_hash": "3e455a69de8d370c2a754cad7bf6449b30935859eef53da9f81d9fe384fdc7c2", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and not one duplicate cluster. Two soft pairs look like true same-bug matches: Qwen2.5-VL video-input regression and a DeepSeek tokenizer regression. The rest are different code paths, models, or symptoms.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the best representative issue among the likely duplicates because it states the broader Qwen video-input regression across multiple variants and clearly subsumes the more specific Qwen2.5-VL report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global issue candidate here: it is broad, concrete, and describes a reproducible regression affecting multiple related model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failure modes: Whisper decode crash vs RT-DETR feature-level TypeError." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated bugs: category-count limit error vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: Python 3.13 JIT parse failure vs flash-attention sink handling crash." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is a missing-cache bug and the other is a recompilation/performance regression; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is unrelated to SigLIP2 producing bad outputs in pipeline/AutoModel usage." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-VL loading mismatch vs Qwen3-Next tied-weights warning; no shared bug path." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder mask initialization bug is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is a different problem from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning logic for num_return_sequences is unrelated to Whisper alignment/empty transcription failure." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to XLM-R with Flash Attention 2." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation-related, but one is a Qwen VL video-input regression and the other is a server KV-cache indexing crash; different code paths." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the DebertaV2 Python 3.13 import error." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs regression is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init validation in patchtsmixer is not the same bug as strict config blocking granite_speech loading." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/processor issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config creation bug is unrelated to the dataset-loading failure." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency is a different bug from a stale warning about num_return_sequences." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization failure are unrelated to local dataset loading." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/image processor bugs, but they affect different models and different preprocessing mistakes." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained keys." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure from stale GraniteSpeech device override test is unrelated to removed Sam3LiteText auto-mapping references." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT label reduction bug and Swin2SR over-padding bug are different image-processor issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure in Sam3 variants, but they are different models and do not look like the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek/DeepSeek-Coder tokenizer regression on v5+; 46489 looks like a narrower follow-up to the broader 44779 report." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Import-time Python parser/JIT failure is unrelated to flash-attention sink-less-model handling." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to Gemma4 resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression: 44479 is the broader report, and 45381 is a specific symptom of the same v5.3.0 bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice (44479) is well supported by its broader multi-variant Qwen video regression title, and the two accepted soft pairs are plausibly the same bug/fix thread. The rejected pairs are generally justified as different models, subsystems, or concrete failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 38, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46506", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "a7b7b8c9090237798e3457116ea3dff82f1a593a79cf29452e754216fb386130", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35183, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad themes like generation, chat-template handling, imports, or config loading, but they describe different concrete bugs, models, or code paths, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated bugs; even the closest pairs are different failure modes rather than the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone representative: it is open, user-facing, has follow-up references, and describes a concrete multimodal chat-template bug that is actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/runtime failures, but one is a Qwen3OmniMoe video-input ValueError and the other is a serve KV-cache indexing bug; different code paths." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on assistant tool-call messages with no content while the other crashes on an empty input list; distinct edge cases." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device-placement bug and Fuyu bare-except exception handling are unrelated defects." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template-adjacent, but one is zero assistant masks and the other is wrong video vision_position_ids; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate loader vs Hub API issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/tied embeddings vs Whisper empty-transcription generation after token alignment are different model-specific bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend-related, but Python 3.14 load failure and missing TensorFlow backend installation are different root causes." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior and BART decoder_attention_mask UnboundLocalError are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation cache internals, but one is a missing cache in chunked_prefill and the other is a device-tensor seq_length bug in static-cache slice arithmetic." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision and a missing import_utils availability helper are unrelated issues." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different broken paths; not the same underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdowns and unsafe sys.modules access are distinct import-time concerns." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed Sam3LiteText configs are separate regression types." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one loses fields under trust_remote_code while the other is an unrecognized model missing model_type." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake in GraniteSpeech is unrelated to a Phi-4 multimodal loading regression." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 for XLMRoberta and embedding resize reinitialization with untied weights are unrelated model behaviors." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON-list handling are separate config-validation bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow backend omission from a torch install and a generic dependency issue are not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different subsystems." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific missing Qwen2_5_VLImageProcessor export and top-level AutoImageProcessor import failure are different import problems." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue and an _torch_extract_fbank_features bug are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are missing-name ImportErrors, but for different symbols and modules; not the same underlying breakage." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different models and code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: one misinitializes defaults when None, the other drops a deepstack_visual_indexes field under strict handling." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but they come from different invalid inputs and different failure logic." + }, + { + "left": "issue:45803", + "right": "issue:44737", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu and XLNet device placement are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer reading error and CPU/CUDA result divergence in PPDocLayoutV3 are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 39, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:46123|issue:46369", + "issue:44521|issue:46693", + "issue:44327|issue:46752", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "0a3418a7d8e7f3f66ad33cc6b47e1c5b68eaa50418a529f55a0d93c85faa3b18", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37198, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate pairs stand out here; the set is a grab bag of unrelated Transformers issues across multimodal, generation, cache, and model-loading subsystems. I selected the most broadly user-facing active issue as the representative canonical issue, but none of the soft-edge pairs should be merged.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44521 is the strongest representative: it is open, has multiple inbound references, and describes a broad multimodal apply_chat_template regression with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue to anchor the cluster because it is active, broadly scoped, and directly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different bugs: a video-classification processor selection problem vs a notebook syntax error." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Both touch model internals, but one is a Qwen3-MoE sliding_window bug and the other is a broken auto_mappings reference for Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but they target different code paths: missing GenerationMixin cache in chunked_prefill vs max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated failures: a notebook syntax error vs a feature-extraction helper issue." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "No shared bug: a Python version support problem vs loading a specific model failing." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer multimodal API break vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Both are numeric-output issues, but one is a qwen3_omni_moe helper bug and the other is CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, different concrete problems: dequantized save failure vs FlashAttention crash in Ministral-3." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different training-time behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a compiled flex_attention failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different areas: BeitImageProcessorFast label reduction bug vs stale documentation for return_all_scores." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python compatibility issue is not the same as a generic dependency problem with Transformers." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling bug vs ANSI output formatting in loading_report." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model loading/configuration failure vs PIL image processor dependency regression." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for classification pipeline vs unrecognized model/config failure." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure is not the same bug as cache max length handling." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model-loading failures, but one is missing model_type and the other is composite Qwen multimodal config unwrapping." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention issues: one is a Ministral-3 model bug, the other is an s_aux=None AttributeError in integrations/flash_attention.py." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they refer to different symbols and different modules." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batch bookkeeping vs model memory overflow are not the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal chat-template masks vs FA2 long-context performance regression are distinct problems." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Different crash sites: QA decode_spans top_k bounds vs apply_chat_template on an empty list." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and a specific torch-version incompatibility are not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.x-related, but one is a model-loading break and the other is an incorrect saved checkpoint from save_pretrained." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure after align_special_tokens." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency issue is not the same as an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer multimodal regression vs Deepseek tokenizer output corruption are different code paths and models." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors are unrelated to the text-classification docs mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and PEFT version pinning are separate dependency 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": 24, + "review_unit_index": 40, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:44016", + "issue:44242", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851" + ], + "soft_pairs": [ + "issue:46082|issue:46512", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:43650|issue:46209", + "issue:44683|issue:45542", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:45081|issue:45907", + "issue:44623|issue:44749", + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:44336|issue:46851" + ], + "prepared_review_unit_hash": "59614cc36fc58f1ca223a2bddee7915faf246575aa82ad22e4c7c0241f7f954c", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35048, + "estimated_input_tokens": 8762, + "estimated_eval_tokens": 17780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of distinct Transformers bugs that only look related because many involve v5 regressions, tokenizers, configs, or loading paths. None of the soft pairs appear to be the same underlying bug/change, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest standalone representative: it reports a concrete, user-facing v4\u2192v5 regression with a clear symptom and broad impact across Granite models, making it the best anchor issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and well-scoped issue here; it has a specific regression description and is more representative than the other loosely related loading/configuration reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both are config-related, but they describe different failures: head_dim validation vs stale dtype metadata." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different bugs: BLIP2 dtype propagation on load vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "General import failures overlap only superficially; one is HybridCache export, the other is a broader post-upgrade import breakage." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a generic 'add the data' request are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup and remote_code model breakage are different code paths and symptoms." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "One is Qwen3VL MoE loading, the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different failure modes; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different MoE/Gemma behaviors: missing load-balancing loss vs missing mm_token_type_ids defaults." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve model weights/serialization, but one is tied-weight serialization and the other is embedding resizing behavior." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are separate model-specific issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor lookup in a video pipeline is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague data request is not the same underlying bug as FP8 inference failure on B200." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/tf backend detection are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate tokenizer-loading bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are entirely different failure classes." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral and Kosmos2.5 OCR index error are different model/path problems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed and optimizers, but one is OOM in Adafactor while the other is double optimizer stepping." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are distinct quantization issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained missing files and a Chinese report about slower filtering after upgrade are not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references in auto_mappings and leftover dummy classes in dummy_pt_objects are different CI/cleanup problems." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids behavior 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": 24, + "review_unit_index": 41, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44261|issue:44263", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45072|issue:46829", + "issue:44242|issue:45593", + "issue:45103|issue:46399" + ], + "prepared_review_unit_hash": "74ba05b66e3f931518f90517bdecb142369bb8714413cc4056bab88decc22d79", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36611, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bugs, regressions, docs, and environment issues. I did not find any soft-edge pair that clearly represents the same underlying bug or change, so no merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No strong duplicate group emerges from the cluster; if one issue must anchor the set, issue 46851 is the most recent and clearly described model-behavior bug, but it is not a duplicate representative of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46851 is the clearest standalone bug report here: it is specific, reproducible, and framed as a concrete behavioral regression rather than an environment or doc issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and different failures: one is a missing config field in MLA q_a_layernorm, the other is a torch.split return-value issue in GlmMoeDsaIndexer." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3.5-related position handling, but the bugs are different: CPU offload incompatibility versus variable-length inputs with position_ids." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "One is a backend installation problem for pip extras, the other is a Python version compatibility issue; same dependency area, not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths and symptoms: processor.save_pretrained file emission versus gemma-4 from_pretrained failure under zero3." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model classes and failure modes: CamemBERT MLM predictions versus Deepseek tokenizer output regression." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for a pipeline API is unrelated to intermittent slow import performance." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and an ESM2 model-specific breakage are not the same underlying issue." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill behavior and CLIPVision hidden_states output are unrelated regressions." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "These are distinct environment/dependency issues: missing TensorFlow backend versus torch/transformers incompatibility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "An import/export failure for a specific model class is unrelated to a Python version support issue." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both concern attention kernels, but one is a Ministral-3 FlashAttention failure and the other is a compiled flex_attention failure on newer torch; different code paths and triggers." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Two different model-loading errors with different missing fields and different models." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax in documentation is unrelated to a Gemma4 device-map runtime mismatch." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import/version resolution failure is not the same as a model-specific use_kernels registration crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug has nothing in common with ANSI escape codes in loading_report." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: storage type deserialization versus a Qwen3.5 chat crash." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute in one model is not the same as missing fields returned by trust_remote_code AutoConfig." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both touch processor/image handling, but one is a padding calculation bug and the other is an error message when a required vision backend is absent." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code output formatting and a wrong docstring are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is a Qwen2.5-VL rope scaling bug and the other is a Qwen3.5 variable-length input issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python version compatibility are distinct problems." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A missing nn import in sentence-transformers is unrelated to a TensorFlow backend installation issue." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different helpers, different model family, and different failure surface; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance and unrecognized model/config loading are different issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in CI and an ImageClassifierOutput hidden_states bug are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are missing-loss reports, but they affect different models, different flags, and different losses." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crashes under future annotations are unrelated to Qwen3.5 kernel registration failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 42, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "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:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46851" + ], + "soft_pairs": [ + "issue:46614|issue:46665", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44451|issue:46752", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:44295|issue:44749", + "issue:44242|issue:44857", + "issue:43262|issue:44246", + "issue:45859|issue:46399" + ], + "prepared_review_unit_hash": "f6928081655bba3f9dabbe4bcb85d3512a25a2ea908cfdd34ee4c8b4f0418f40", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36365, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate bug reports across different models and subsystems. I found no soft pair that clearly describes the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44479 is the strongest standalone representative: it reports a concrete, version-scoped regression affecting multiple Qwen video models, with a clear impact statement and broad relevance.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 has the clearest regression framing and the broadest affected-surface description, making it the best single issue to anchor this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Different problems: stale phonemizer backend state vs. from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated code paths: BeitImageProcessorFast label reduction vs. modeling_utils sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different failures in different flows: Qwen3OmniMoe video processing vs. empty apply_chat_template input." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen models, but one is a sliding_window issue and the other is a chat/loading crash; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but the model variants and failure modes differ enough that they do not look like one defect." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access is unrelated to Gemma-4 DeepSpeed ZeRO3 from_pretrained behavior." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3.5 issues: flash-attention s_aux handling vs. variable-length position_ids." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing loss routing bug is unrelated to Gemma eos_token_id configuration." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI output vs. GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure and empty chat-template crash are different issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior changes are separate topics." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as CPU-vs-CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features are different pipeline/model bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and libraries; not the same root cause." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs. HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to modeling_utils internals." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and ZeRO3 deque underflow are not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core modeling_utils import-safety issue is unrelated to xdist captured_info.txt race." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video inputs, but Qwen3OmniMoe ValueError and SmolVLM padding math are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids handling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video processing, but the affected models and described defects differ; not clearly one root bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing config field dropped by strict parsing and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer error and the Chinese report about slower filtering after upgrade are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss routing and LwDetrImageLoss AMP/CUDA crash are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and import-time slowness are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5 rotary embedding code, but one is CPU-offload incompatibility and the other is a registration/decorator crash; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 43, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43723", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "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:45600", + "issue:45656", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:43475|issue:46369", + "issue:36246|issue:43596", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44623|issue:46726", + "issue:44466|issue:45335", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44987|issue:45459", + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:44479|issue:46170", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43723|issue:46710" + ], + "prepared_review_unit_hash": "a8d5dd33f1ae93a5690725f43605b0687ded76aefca1f4ef0fb7b9851f5add3c", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35885, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a broad mix of unrelated Transformers issues. The soft edges are mostly semantic collisions on shared keywords (tokenizers, embeddings, SAM3, Qwen, DeepSpeed, video) rather than true duplicates, so none should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44466 is the best anchor in this set because it describes a concrete, broadly relevant tied-weights regression with a clear repro and cross-model impact, making it the most useful representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the strongest standalone issue for routing because it targets a specific core code path (serialization/tied-weight handling) and is more reusable as a canonical reference than the more model-specific reports.", + "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 bug in video output and the other is a memory overflow in sam3-litetext; different failure modes and code paths." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure vs DeepSpeed/BertModel index error; unrelated subsystems and symptoms." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Zero3 deque-pop crash is unrelated to auto_mappings referencing removed Sam3LiteText configs; different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but they are about different models and different missing fields; not the same underlying issue." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription regression after token alignment; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression is a processor API issue, while this is about resize_token_embeddings not updating output embeddings; not duplicates." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Both touch processor loading/saving, but one is missing save_pretrained files and the other is an image-processor/backend import error; different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both are about embeddings/tied weights, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating decoder.embed_tokens; related theme, different bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and PPDocLayoutV3 CPU/CUDA mismatch are unrelated model-specific problems." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate UnboundLocalError vs MLFlow reporting a failed job as running; unrelated functionality." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loader failure for a specific model repo vs tokenizer errors being masked when protobuf is absent; different root causes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is an explicit unsupported-model Flash Attention check, the other is just a generic Flash Attention topic; not the same bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs a Windows/ROCm torch.distributed import issue; unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch handling; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 breakage; unrelated models and symptoms." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init allowance; not the same underlying change." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation warnings, but the warning causes and affected code paths are different." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import/dependency failure vs RT-DETR forward shape/type error; unrelated bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache loading offline vs Gemma4 multi-GPU OOM; unrelated failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and ROCm torch.distributed import problems are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is from_pretrained/ZeRO3 loading and the other is duplicate optimizer stepping; different concrete bugs." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video attribute error and Qwen3OmniMoe video ValueError are different model families and distinct failures." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash vs Gemma4 mm_token_type_ids defaulting issue; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 area, but dummy Conv2d in pixel decoder and sam3_video/sam3_tracker mismatch are different defects." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warnings from different generation features; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade 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": 24, + "review_unit_index": 44, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43761", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44995", + "issue:45103", + "issue:45375", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:46858" + ], + "soft_pairs": [ + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:46829|issue:46858", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:43761|issue:44242", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:43441|issue:46752", + "issue:43232|issue:43673", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:43986|issue:46726" + ], + "prepared_review_unit_hash": "8c0921c84864e5e02a2ec68baa341b354cb93b0758dd5271853d71888a89c623", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are only loosely related and should stay separate. The only convincing duplicate is the Qwen3.5 MoE config-loading regression around a missing `deepstack_visual_indexes` field; the rest are different bugs in nearby subsystems.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45375 is the best canonical issue for the one real duplicate pair: it identifies the exact missing `deepstack_visual_indexes` field and the `@strict`-drop root cause behind the Qwen3.5 MoE loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the most actionable issue overall because it states the concrete config-field omission and failure mechanism, making it the best tracker for the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3.5-ish models, but one is a weight-shape loading error and the other is a configuration warning; different failures." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache return-type contract bug vs. LlamaConfig head_dim validation; unrelated code paths." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip behavior." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat-completions API rejection is not the same bug as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash vs. flash_attention sinkless-model AttributeError; different mechanisms." + }, + { + "left": "issue:46829", + "right": "issue:46858", + "accept": false, + "reason": "Both touch output/caching internals, but one is a VideoPrism output mixup and the other is a cache length arithmetic bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "AutoConfig custom-model reproduction is unrelated to the Gemma pipeline tokenizer roundtrip issue." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/chunked-prefill themes, but one is attention-kernel branching and the other is lazy cache init recompilation." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram kernel error is unrelated to missing chat template handling." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation crash and cache seq-length tensor bug are different areas." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder placeholder layer and MaskGenerationPipeline partial-batch drop are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as processor save missing files." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and dataloader slowdown are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both are AutoModel/AutoProcessor vision-related, but they report different failures and likely different backend paths." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and MoE router-loss omission are different bugs." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown is unrelated to the double optimizer step issue." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization regression and ESM2 breakage are too broad to be the same bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and filtering slowdown are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface registration behavior changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and duplicate optimizer stepping are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different lifecycle operations." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 is unrelated to empty-list chat-template IndexError." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are separate regressions." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading regression; 45375 names the root cause and 45478 shows the user-facing `from_pretrained` failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder output attribute error and AutoConfig missing fields are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 video encoder attribute error and TimesFM window_size AttributeError are different models and bugs." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention divergence is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers stuck loading are different startup failures." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve missing vision backends, but one is a video-model load crash and the other is an image-processor recognition error; not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The Qwen3.5 MoE pair (45375/45478) is the only clearly same-bug duplicate: the field omission and `from_pretrained` failure align well. The remaining verdicts avoid overstating similarity and are reasonably cautious given the available titles/body summaries." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 45, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:44964|issue:45137", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:42994|issue:43525", + "issue:44242|issue:46832", + "issue:44373|issue:46851", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43504|issue:45561", + "issue:43232|issue:44792", + "issue:45561|issue:45600", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "035d2e0230d018a5bc0f25c2551b2a166eefa3291e04f8c5423b15f33b1a19ee", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36396, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated bug reports; only one soft edge is a true duplicate pair (42673/43704). The remaining candidate pairs are best treated as false positives because they target different code paths, models, or failure modes.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the best canonical representative because it is the earlier report in the only clear duplicate pair and has the stronger discussion/ref context versus issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no single issue that cleanly represents the whole cluster because the items span many unrelated regressions; if one representative is needed, issue:42673 is the strongest anchor only due to the exact duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules; not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-loading problems, but one is a generic from_pretrained failure and the other is a specific missing config field; too little evidence they are the same fix." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus a specific Gemma-4 ZeRO3 loading failure; no shared concrete failure mode." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different loading/runtime paths and different exceptions; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer behavior, but they affect different models and distinct tokenization regressions." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different subsystems: Qwen3-VL-Moe issues versus processor save_pretrained file emission." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/processor usage, but one is a broken doc example and the other is a missing-vision-backend runtime error." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving versus a Llama4 config attribute error are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46832", + "accept": false, + "reason": "Different models and different forward/loss bugs; no shared code-path problem." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring mismatch is not the same as a variable-length position_ids runtime bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer failures with different mechanisms; not one concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers versus Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor attribute error versus Gemma pipeline roundtrip tokenization issue are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are separate problems." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect pipeline-parallel LLM output and Qwen3_5 image infinite loop are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they expose different removed/mis-exported symbols; not the same defect." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same VRAM leak symptom for Qwen3ForCausalLM with multiple dataloader threads; the title and context indicate a true duplicate." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and an import failure for Qwen2_5_VL are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma pipelines, but one is a token roundtrip issue and the other is a different output-type/pipeline failure." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not one mergeable fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are transformers import regressions, but they are for different missing exports and likely different fixes." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype drift in evaluation and a ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and a Qwen3.5 from_pretrained error are different operations and code paths." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A pretrained-model legacy-field load failure and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus and janus image-generation test failure are not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info race in testing utils versus stale auto_mappings references are different CI issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend-install dependency omission and a missing image_utils import are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:42673/issue:43704, is strongly supported by the identical title and matching VRAM-leak context. The remaining pair verdicts are cautious and do not overclaim duplicate status or shared fixability. The canonical issue choice is also reasonable, since issue:42673 is the earlier of the identical pair and has more discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829" + ], + "soft_pairs": [ + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:42222|issue:45200", + "issue:43784|issue:43824", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:44060|issue:45125", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "2605af0bd852b6528682e500f2ea6a2b7394efbb8ee4e7947c48272b8394fd00", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36976, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated transformer bugs/regressions across tokenizers, multimodal models, training, serving, packaging, and docs. None of the soft pairs appear to be the same underlying bug/change, so there is no duplicate cluster to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists here: the reports span unrelated subsystems and none of the proposed soft pairs look like true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for the set; the titles point to distinct bugs rather than one shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model-type/config loading vs pytest-xdist file-race in testing utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different failures: MLflow run reporting on job failure vs DeepSpeed Adafactor OOM." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility bug vs nonexistent image_utils import; no shared code path." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang vs embedding resize/post_init reinit; distinct bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens BOS/EOS handling." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging backend omission vs leftover dummy classes leaking into pt objects; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config defaults vs classifier output field mapping; different components and symptoms." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention mask construction bug vs pipeline batch-finalization bug; not the same change." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files vs Qwen3.5-Moe from_pretrained failure; distinct issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization vs Whisper timestamp decode crash; no overlap beyond broad model code." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in dataloader threads vs FA2 long-context performance regression; different behavior and path." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and model families." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue vs add_special_tokens regression; separate tokenizer problems." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Generic v5 tokenization-space behavior change vs DeepSeek tokenizer regression; not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment; unrelated internals." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different models and fixes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL export; different import failures." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method vs remote-code checkpoint/meta-init incompatibility; distinct multimodal bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash vs auto-docstring future-annotations crash; unrelated code paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support issue vs MLflow failure reporting; no common root cause." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow tracking vs Llama 3.2 vision model loading regression; separate problems." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve tokenizer/processor behavior in v5, but one is clean_up_tokenization_spaces and the other is processor.tokenizer/image passing regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regressions, but one is generic cleanup-space behavior and the other is Kimi-K2.5 codec/warning handling." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer read error vs optimizer step being called twice in DeepSpeed; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: multi-label classification output vs local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump vs dummy class cleanup; no shared bug." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure tracking vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan for a different Qwen3 variant." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior vs tokenizer_config class mismatch; different save paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46328", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710", + "issue:46762" + ], + "soft_pairs": [ + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43122|issue:46209", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:43475|issue:46305", + "issue:44295|issue:44623", + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:42831|issue:45310", + "issue:44279|issue:46328" + ], + "prepared_review_unit_hash": "a13015d69995cdc5fb2302958dd0334ff5b70510fc3601ceaadd49523452c57b", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36235, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: import/export issues, tokenizer regressions, generation/cache bugs, FP8/model-specific failures, and a few documentation questions. None of the soft pairs looks like the same underlying defect, so I would not consolidate any of them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated subsystems and no pair is close enough to clearly represent the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no coherent duplicate cluster here, so selecting one issue as the representative would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures: one is missing transformers.onnx, the other is AutoModel needing PyTorch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "One is a runtime optimizer bug; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both concern imports, but they describe different export/hygiene problems in different files." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Different DSA-related numerical/implementation problems with no shared concrete code path." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy and processor.save_pretrained missing files are unrelated bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch versus optimizer stepping twice under deepspeed are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file persistence." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is BPE marker handling and the other is AutoTokenizer loading in v5." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different issues: Pegasus output regression versus AttentionInterface.register behavior change." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error is unrelated to AttentionInterface.register." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same bug as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different problems." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change does not match the DeepSeek accuracy regression." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE saving bug is unrelated to the max_shard_size default question." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation failure are different code paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version regression and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs syncing and cache max length handling are different cache/generation issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and remote-code checkpoint meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync behavior and Kosmos2.5 OCR index errors do not share the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template support are different failures." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video encoder attribute error and MoonshineStreaming window off-by-one are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer read errors and processor save_pretrained missing files are different bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a windowing off-by-one and the other is a padding calculation issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but one is torch.split return handling and the other is a missing ReLU." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A split return-value bug is unrelated to a docstring issue." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are different model/runtime problems." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained errors are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a SequenceFeatureExtractor padding performance issue are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 48, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "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:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:42907|issue:46050", + "issue:45381|issue:46305", + "issue:45092|issue:45357", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:39401|issue:44488", + "issue:43976|issue:44945" + ], + "prepared_review_unit_hash": "3bd52cb7164a213e5052ad5489191a65adad2cd06eff4517fbf5ba6b3fca66d9", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across tokenization, import errors, quantization, serving, and model-specific regressions. The soft-similarity pairs share surface keywords but not the same concrete failure mode, so all soft edges should be rejected. No PR candidates are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42886 is the most concrete, self-contained bug report in the set: tokenizer loading fails from cache when HF_HUB_OFFLINE=1, with a clear version-specific repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the strongest representative issue here because it has a narrow, actionable failure mode and a specific environment trigger.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load quantization bugs: dequantized Ministrals/Devstrals saving versus sinq-quantized model round-trip failure." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different code paths and models: Qwen2.5-VL video position IDs versus MoonshineStreaming sliding-window mask off-by-one." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are v5 model persistence regressions, but one is InternVL2 meta-init compatibility and the other is Qwen3.5 visual encoder key saving." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms: flash_attention_3 causes degenerate training, while the other reports NaNs after checkout+init." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated failures: non-persistent buffer junk versus a streaming attention mask boundary error." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different underlying bugs: missing rms_norm_eps in MLA q_a_layernorm versus old InternVL2 checkpoint meta-init incompatibility." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely different problems: missing transformers.onnx module versus XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Serving-related, but not the same bug: one rejects chat completion requests, the other crashes due to missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different issues: FineGrainedFP8 accuracy regression versus Qwen3-VL-Moe compatibility problem." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different model families." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Different SAM3 bugs: a model-type mismatch warning versus text encoder weights not being loaded." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different failure modes: FP8 accuracy degradation versus an image-specific infinite loop in Qwen3_5." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module versus tokenizer adding an extra space after an added token." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is wrong offset_mapping and the other is BOS/EOS not added with add_special_tokens=True." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different subsystems: Flash Attention 2 support versus Sentence Transformers hanging during load." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizers, but one is offline cache loading and the other is an incorrect tokenizer decoder type in v5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The first is a specific missing huggingface_hub symbol; the second is a broad import breakage after upgrading to v5.5.0." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different bugs: offline tokenizer cache loading versus quantized model saving failure." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated: attention-kernel divergence under torch.compile versus a wrong docstring for position_ids." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a model-type warning and the other is memory overflow in sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different code paths: generation kwargs handling after sync_gpus versus D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete symptoms differ: BPE marker handling versus version-to-version tokenization drift." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different initialization problems: non-persistent buffers filled with junk versus NaNs in classification heads." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/load quantization bug versus incorrect LLM output under pipeline parallelism; not the same underlying issue." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different reports: Sentence Transformers loading hang versus a MacOS bus error on a community CLIP model." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different import/runtime failures: broken transformers env command versus NameError importing sentence-transformers." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer read error; the other is tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Completely different topics: TF32 settings command versus a torch.split return-value issue in GlmMoeDsaIndexer." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug versus model loading failure for cjvt/sleng-bert; not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated: Python-version compatibility issue versus wrong outputs under pipeline parallelism." + } + ] + }, + "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": 24, + "review_unit_index": 49, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "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:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:46172|issue:46762", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:22355|issue:29159", + "issue:39401|issue:46614", + "issue:45216|issue:45478", + "issue:43116|issue:45200", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753" + ], + "prepared_review_unit_hash": "b5f03d1596daec68537631ee40b89697b6a78d125d13f2915f11e1787866499e", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36444, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated import errors, tokenizer regressions, multimodal/chat-template bugs, model-specific config issues, and training/runtime problems. None of the soft pairs look like the same underlying bug or a mergeable single fix, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue exists; the issues are not one duplicate set but many distinct bugs across different models, APIs, and failure modes.", + "canonical_pr_reason": "No pull requests in the cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster does not share one concrete code path or root cause.", + "best_pr_reason": "No pull requests in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model-specific numerical/attention bugs; not the same code path." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Save/dequantize failure vs model loading failure; different artifact and runtime paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer handling and Qwen3-Next tied-weights warning are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save bug and GLM-5 GenerationConfig validation are different issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer-mapping fallback vs AutoProcessor kwargs forwarding; related area, but not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Separate import regressions with different causes and affected symbols." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad upgrade regression are not one concrete defect." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file argument propagation vs chat-template tool-call crash; different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and assistant_mask bug are distinct tokenizer/template problems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both SAM 3 Video related, but warning mismatch vs missing attribute are different failures." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization-version regression vs multimodal assistant_mask generation; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe issue and tokenizer_config class mismatch are different save/load vs model bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but they target different APIs and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-save failure and gguf from_pretrained loading failure are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe behavior vs position_ids buffer access." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping and phonemizer language caching are unrelated subsystems." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both Qwen3.5/version-regression flavored, but save_pretrained checkpoint corruption and from_pretrained error are different code paths." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug and mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe issue and FP8 save_pretrained bug are separate problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports for different classes; not the same import failure." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Separate tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-symbol import errors from different packages/modules." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and classification example empties are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Eval dtype drift and pipeline-parallel output corruption are different parallelism bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in extras and Python 3.14 load failure are different issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 numerical discrepancy and Qwen3_5 infinite loop are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 50, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:43618|issue:46829", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:42222|issue:43441", + "issue:44995|issue:46697", + "issue:46614|issue:46752", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:43064|issue:43673" + ], + "prepared_review_unit_hash": "5f5f832a0070ee76ecf835cf9b90c66942e705842939e46009f1edbcd195f78b", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35824, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated v5 regressions, model-specific bugs, tokenizer issues, docs problems, and performance/compatibility reports. All soft-edge duplicate candidates should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest general v5 upgrade regression report in the set, so it is the closest practical anchor, but it does not actually subsume the other bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global issue anchor because it is the most umbrella-like report here; still, the cluster is too heterogeneous for a strong canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different bugs: attention-kernel divergence under torch.compile vs a pad() performance/conversion issue." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are unrelated failure modes." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-spaces behavior change and stale phonemizer backend state are different tokenizer subsystems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same as a broad set of import errors after upgrading." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in v5 and incorrect DeepSeek tokenizer results are distinct tokenizer bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated issues." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution errors and a docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script empty outputs and SigLIP2 HF/JAX discrepancy are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3-VL-Moe, but they are different failures in different loading paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support mismatch and a bad PyTorch version guard are separate compatibility bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in threaded Qwen3ForCausalLM use is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and from_pretrained errors are different operations and likely different causes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in heads are different classification issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior and an import version check are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API docs/control guidance and a missing image-patch helper are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-shape/field regressions, but they affect different models and different output members." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD arguments being ignored and trainer.evaluate() failing after train() are distinct trainer bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example multi-label classification failure and a pipeline error-message issue are not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in a model loader and kwargs not forwarded in AutoProcessor are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are different problems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A GPT2 flash-attention feature request is not the same as a vague flash-attention issue report." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling and Minimax attention numerical differences are different code paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 flash-attention failure are unrelated model-specific bugs." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache on second forward and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and apply_chat_template empty-list crash are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical drift are different regressions." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Stale pipeline docs and an AuxRequest import version check are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache during chunked_prefill are different v5 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": 24, + "review_unit_index": 51, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:44484|issue:45310" + ], + "prepared_review_unit_hash": "a18d2fe108333f6ed9472850bc200d6fb06062a4d2f83e0691775cf7296189e3", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues: tokenizer regressions, model-loading/import failures, generation/attention bugs, video processor bugs, and a few testing/docs nits. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:33453 is the broadest and most umbrella-like report in the set: a generic tokenizer-loading regression, which makes it the best cluster anchor among otherwise mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the most suitable representative issue because it is the most general, regression-oriented tokenizer/loading report and can serve as a triage umbrella better than the more model-specific or narrowly scoped issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Different bugs: VRAM leak in Qwen3ForCausalLM vs tokenizer BPE-marker handling in Ministral." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading failure and the other is incorrect offset_mapping for Qwen3; not the same underlying defect." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error and stale num_return_sequences warning are separate generation-path issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention bugs: GPT2 scaling ignored under SDPA/FlashAttention vs Gemma4 building causal masks when bidirectional attention is requested." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated areas: chunked_prefill cache regression vs SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenizers, but Kimi-K2.5 codec/fix_mistral_regex handling is not the same bug as stale phonemizer language state." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader-threaded causal LM usage is unrelated to video-processor padding shape errors." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty-list apply_chat_template IndexError are unrelated failures." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type-checking are distinct version-regression issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump and flex_attention PyTorch version check are separate dependency/versioning problems." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency for lm_head.weight is different from NaNs in classification heads after checkout/init." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the reports describe different observable failures on different models; insufficient evidence they share one root cause." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Layer 0 missing projections and Qwen3.5 from_pretrained failure are not the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig and flash-attention generation failure are different code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in v5.4.0 and stale config.dtype after from_config are separate config issues." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a generic bug and the other is a captured_info.txt race; different underlying fixes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training under flash_attention_3 and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shape and missing-torchvision AutoProcessor crash are different video-model issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling and _patch_mistral_regex backend_tokenizer AttributeError are distinct tokenizer-load failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Not able to run 3d_parallel.py is unrelated to a testing_utils bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer behavior regression is not the same as a noisy logging message." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_tracker/sam3_video type warning and MobileLLM key error are different model-loading problems." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash is unrelated to a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict granite_speech config loading and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose breakage and BACKENDS_MAPPING tensorflow_text validation are separate issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question and Qwen3.5 from_pretrained error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 52, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46369", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44933|issue:45278", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "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:44261|issue:44485", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "a63f3052740c41f2323381302d6f7be9249b2dc66721411f28e36d985c660e29", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model-specific regressions, import errors, tokenizer changes, or optimizer/API issues. There is no strong duplicate core; at best, a few issues loosely overlap around v5 regressions and import/load breakage, but not the same underlying bug.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, covering multiple import failures after upgrading to 5.5.0, so it is the closest thing to a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and likely to attract related regression reports, but it still does not represent the many unrelated model/runtime bugs in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both mention precision-related behavior, but one is TF32 API guidance and the other is an MLA layernorm epsilon bug; different code paths and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 generation config validation and an unrecognized-model config error for OLMo are different loading/validation failures." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bugs and FP8 inference failures on B200 are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next and a Qwen3.5 MoE from_pretrained error are different model-loading/code-path problems." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both involve numerical differences, but they affect different models and implementations; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An ImportError for layer_type_validation and an audio feature extraction issue are not the same underlying failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and double optimizer-step calls with deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific nonexistent import and the other is a broad upgrade regression; not one concrete duplicate bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder type selection and the other is changed tokenization output; too broad to merge as the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different config/serialization regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling during chunked_prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model architecture/load issues." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and a TensorFlow/tensorboard backend error are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig typing regression and undefined tf backend behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "A generic chat/completions API rejection and a streaming inference failure on Qwen3.5 are not the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size semantics and a Qwen3.5 MoE load error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals: GlmMoeDsaIndexer split behavior vs deepseek-v4 dtype/transpose handling." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 dtype transpose issue are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are both attribute/config gaps, but for different models and code paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning about float32 precision and a Blip2 dtype-loading mismatch are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2 support, but one is XLMRoberta support and the other is NemotronHForCausalLM not supporting it yet; different model-specific issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL family loading problems, but the symptoms and code paths differ materially." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different issues." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A config API removal and a gguf_file/from_pretrained failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import from image_utils and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct model bugs." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "A Qwen3_5 infinite-loop image bug and sam3-litetext memory overflow 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": 24, + "review_unit_index": 53, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44038|issue:44410", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753" + ], + "prepared_review_unit_hash": "e2d29e73ccd1e32c95e3424524d8b6d79614f55b8fd4625fef8f5ba6d66f571e", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of mostly unrelated Transformers bug reports and regressions. A few items touch the same broad subsystem (loading, multimodal processors, save/load, generation), but none of the soft pairs look like the same underlying issue tightly enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue emerges; the items span distinct bugs, models, and failure modes rather than one duplicated report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is a clean, reproducible regression report with a clear symptom and expectation, so it is a strong standalone tracker even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading/from_pretrained failures, but one is a tokenizer mapping None bug and the other is a model-specific load failure for physical-intelligence/fast; different root causes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs in different models: missing image-patch API vs a torch.split return-value issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Both mention bugs, but one is a Qwen3-MoE sliding_window problem and the other is a testing_utils bug; no shared code-path evidence." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3 MoE divergence and deepseek-v4 tensor transpose issue are separate model implementation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "One is GenerationMixin cache missing during chunked_prefill; the other is MaskGenerationPipeline dropping a final batch. Different generation subsystems." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal in v5 and a flash_attention crash on s_aux=None are unrelated changes in different paths." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols and different modules; no shared fix surface." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are distinct training-flow issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both concern Qwen3 variants, but one is a general transformers 5.0 bug report and the other is missing attention projections in layer 0; not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3-family model config/architecture issues, but they affect different fields and model variants." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Save/load with quantized sinq models is unrelated to the tie_embeddings_and_encoder_decoder removal issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different processor-loading failures with different missing dependencies/symbols and different model families." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "One is a missing torchvision-related video processor crash; the other is a question about the default max_shard_size in save_pretrained." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; related area, different underlying issue." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test lacking set_seed and a noisy logging message are not the same bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template IndexError on empty list are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-V4 tensor dtype/transpose bug and DeepSeek-R1-Distill accuracy regression are different problems." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but one is a missing configuration_utils symbol and the other is a missing top-level HybridCache export; separate fixes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings removal and offloading with quantization are different training/loading behaviors." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bfloat16 compile warning and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading failures." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Both involve loading/processor flows, but one is tokenizer mapping and the other is a DiffusionGemma pipeline output issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only unexpectedly hitting API and UMT5Encoder missing embed_tokens.weight are different save/load issues." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate failing after train and inability to import Trainer until uninstalling datasets are separate failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation and auto_docstring crashing with future annotations are unrelated code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored and chunked_prefill causing recompilation are different execution-path regressions." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and tensorflow_text backend mapping error are separate compatibility issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision for video models and TOKENIZER_MAPPING_NAMES returning None do not share a concrete underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both about persistence, but they are different object types and failure mechanisms." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and Qwen3_5 infinite loop on a specific image are unrelated model/runtime bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365" + ], + "prepared_review_unit_hash": "01083f23956bda95ca0a22197b98d57e6a9de7c3a3ecb2f65a1483eecfd30b4f", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like one duplicate set: the items span unrelated import errors, model-specific regressions, warnings, and packaging/dependency issues. None of the suggested soft edges appears to describe the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both involve user-facing errors, but one is about pipeline task support in v5 and the other is about saving Pipeline objects; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are unrelated model-specific regressions." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is leftover dummy classes leaking into imports; right is a noisy logging message. Different maintenance problems." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning is not the same as a model compile failure under SDPA." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but the causes differ: PyTorch precision warning versus tie_word_embeddings config warning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "UMT5Encoder missing weights on load and save_pretrained max shard size are separate save/load concerns." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model and a Python version compatibility issue are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "No clear shared bug: wrong tokenizer decoder type versus an isolated reproduction of another issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention/backends, but one is a model not supporting FA2 and the other is GPT2 attention scaling being ignored." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removal of a config attribute and a noisy log message are different categories of issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek-v4 tensor transpose issue are unrelated model-specific failures." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation on empty transcription and Trainer import being blocked by datasets are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both mention attention, but one is backend attention scaling and the other is a behavioral change in AttentionInterface.register." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and a Trainer import conflict are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/quantization, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and a degenerate classification loss are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend installation mismatch and Trainer import failure due to datasets are separate dependency issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Two import errors, but they concern different missing symbols from different packages and likely different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling are unrelated training vs inference-path bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A local-path trailing-slash import warning and a bfloat16 compile warning are not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A chat/completions API rejection and a batched processor crash are both request-handling issues, but they affect different layers and failure modes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for a missing helper and local_files_only still making API requests are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention behavior, but one is CLIP attentions output being absent and the other is GPT2 attention scaling being ignored." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression in transformers 5.0 and the other is FP8 inference support." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIP attentions missing and CLIPVisionModel hidden_states missing are related only by model family; they are different output fields and bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are for different models and different implementation problems." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are separate serialization issues." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and a generic load error when state_dict is sorted do not match as the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Propagation of num_labels in Qwen3.5 is unrelated to a Trainer import conflict caused by datasets." + } + ] + }, + "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": 24, + "review_unit_index": 55, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:44483|issue:46369", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077" + ], + "prepared_review_unit_hash": "8f231cc51a5db70d901f45acb4bb31eb852a9ac32f5fe93398768c45896a9ace", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37511, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly contains unrelated model-specific regressions, import failures, and environment/version-compatibility issues. The broadest representative issue is the 5.5.0 upgrade/import-regression report, but the soft pairs do not look like true duplicates of one another.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest and most cluster-representative report: a 4.57.0->5.5.0 upgrade causing many import errors. Most other items are narrower per-model or per-environment bugs, so this is the best anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally applicable user-facing regression in the set and the clearest summary of the cluster\u2019s import-breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding-resize behavior and the other is bidirectional attention masking; different code paths and fixes." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and different missing attributes (`vocab_size` vs `fpn_position_embeddings`), so not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different modules and likely different dependency regressions." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "One is a chat/completions request rejection issue; the other is an import conflict with `datasets`. No shared underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated failures." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading with `base_model_prefix` and saving Pipeline objects are different APIs and different failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is not the same as pipeline save/load failure." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 missing `vocab_size` and patchtsmixer `post_init` policy are unrelated config issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility problems, but they affect different versions and likely different root causes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted-state-dict load error is not the same as a broken Qwen3.5 checkpoint saved by `save_pretrained`." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 and Gemma4 attention-mask construction are unrelated bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different models and different issues: attention masking versus head-dimension validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions output regression and Qwen3.5 checkpoint-saving regression are separate code paths." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs and VideoPrism hidden-state output mismatch are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3Config and missing `pad_token_id` in Llama4Config are different model/config bugs." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different missing/propagation fields in different model families; not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate-time `decoder_attention_mask` bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` error are different loading bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache `update()` no-grad semantics and broad import errors after upgrade are different problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored is unrelated to a `Trainer` import conflict caused by `datasets`." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being dropped and Qwen3.5 variable-length position_ids handling are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate mask bug and tokenizer-loading regression are different failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python/import problems, but one is compiled-file handling and the other is `torch.jit.script` parsing with comments; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 loading failure and `PretrainedConfig` type-checking breakage are distinct regressions." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state-dict loading and Gemma pipeline roundtrip failure are unrelated serialization bugs." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute loss and FSDP2 optimizer-state corruption are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A load-order/state-dict issue is not the same as a silently dropped config field in Qwen3.5 vision config." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing seeds and xdist worker file races are different test infrastructure problems." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-* cleanup causing slower import and intermittent slow imports may be related in theme, but the reports do not point to the same concrete root cause." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache no-grad decoration and a vague \"breaks too many models\" report are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP causing OOM on model load are not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No-grad cache updates and Python-version compatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP output regression and patchtsmixer post-init policy are unrelated model-specific 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": 24, + "review_unit_index": 56, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "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:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44961", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071" + ], + "prepared_review_unit_hash": "e02a065a2832e85e0b30d7ffd9842f163cfe30ad2b78587534a8721d66f9f3e9", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37606, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs only share broad v5/loading/model-family vocabulary and do not describe the same underlying bug or change.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue truly fits the whole cluster because it spans unrelated import errors, loading regressions, generation bugs, docs, and model-specific fixes. If one issue must anchor the cluster, issue:43723 is the clearest representative of the common loading-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most concrete and broadly recognizable user-facing loading regression, but it still does not cover most of the other items in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/MoE loading problems, but one is missing embed_tokens weights while the other is a broader from_pretrained error; not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "These involve loading/saving state_dict-like data, but one is a sorted state_dict load error and the other is incorrect visual-encoder keys during save_pretrained; different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch and tokenizer-loading regression are unrelated issues with different root causes." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions not assigned and CLIP text-model structure inconsistency are different API regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and divergence in DeepseekV3MoE are unrelated code paths." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a Phi-4 multimodal loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test nondeterminism in Sam HQ is not the same as GraniteSpeech's stale device override failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related test flakiness and broken auto_mappings references are different problems." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only leaking requests and the AddedToken special-argument TypeError are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in transformers serve and trust_remote_code cache loading are not the same underlying issue." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading via AutoTokenizer and the other is checkpoint reload compatibility after upgrading to v5; too different to merge." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization OOM and checkpoint reload failure are distinct symptoms and code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issues and missing _tp_plan for tensor parallelism are separate model-parallel bugs." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Qwen2.5-VL import failure and trust_remote_code cache FileNotFoundError are unrelated import/load problems." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "A network request despite local_files_only and GLM-5 RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "@torch.no_grad decoration for cache/layer update methods is unrelated to Sam3PixelDecoder's dummy Conv2d." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken transformers env CLI command and changed AttentionInterface.register behavior are different problems." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained loading error; not the same issue." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow run-reporting after failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a performance regression after upgrading to v5.3.0 are not the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different missing-symbol import errors." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different metadata/config regressions." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage has nothing to do with the unrelated 'racoon' issue." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() and the unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training bugs are different subsystems and failures." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and checkpoint reload incompatibility after v5.2/5.3 are related only at a very broad version-regression level, not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate()-time UnboundLocalError in BART and a documentation confusion about input_ids/past_key_values are different issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM num_frames semantics and AutoProcessor's missing-vision-backend error are different multimodal processing 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": 24, + "review_unit_index": 57, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "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:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "6ce45767b63acda0fa87ede7a0e1b92e2fac8392317da11eb63284e4fb032f91", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5-era regressions around loading, imports, cache/init behavior, and a few model-specific bugs, but the soft pairs are mostly different concrete failure modes rather than true duplicates. The broadest representative issue is the general \"Since 5.0 version it breaks too many models\" report.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45850 is the best umbrella representative: it captures the broad v5 regression theme shared across many of the reports, whereas most other issues are narrower single-symptom cases.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most general and cluster-wide description of the underlying pattern here, making it the best anchor for duplicate triage across the mixed set of v5 breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a model-loading failure for a specific Llama vision checkpoint; different code paths." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "One is about errors running compiled Python files; the other is about pipeline save_pretrained missing support/files. Different bugs." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub and the broken transformers env command are unrelated surfaces." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "The env command regression and the PretrainedConfig type-checking breakage are separate v5 issues with different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are not the same underlying bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI command and missing Qwen2.5-VL export are distinct failures." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The left issue is a non-descriptive placeholder; the right is a Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are both loading-related, but they are different failure modes and code paths." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwargs bug and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and TextClassificationPipeline docs about return_all_scores are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken transformers env command and Python 3.14 load failure are separate compatibility issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is missing kwargs passthrough and the other is attention-interface usage; related area, not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video output attribute access and trust_remote_code cache loading are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are different operations and likely different fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import errors, but they concern different symbols and likely different export regressions." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application during model_init and B200 FP8 inference failure are unrelated issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are completely different model bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same as the broad claim that v5 breaks many models." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked_prefill cache missing and a typo in cache strategies are different cache-related problems." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and the undefined tf backend error from tensorboard-only installs are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in processor.save_pretrained is not supported by the vague placeholder report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "A DSA indexer ReLU discussion and video num_frames semantics do not describe the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and missing _tp_plan for tensor parallelism are related only by model family, not the same code-path problem." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are different initialization issues." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL 2D box output errors and Qwen3.5 infinite-loop behavior are distinct symptoms." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL output bug and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "The env command regression and old-checkpoint reload failure after upgrade are separate v5 breakages." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * from models and the GenerationMixin cache bug are not the same underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad generic v5-breakage report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different concrete config regression from the umbrella v5 issue." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is too specific and unrelated to the generic \"many models break\" report." + } + ] + }, + "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": 24, + "review_unit_index": 58, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44704|issue:44908", + "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:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "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:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468" + ], + "prepared_review_unit_hash": "8ceb91400edc3d15e5245d181ccd36e5dfe732a6f5c855311887036e209bfb90", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40223, + "estimated_input_tokens": 10056, + "estimated_eval_tokens": 20368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of largely unrelated loading/import/model-support issues plus a few doc, test, and config bugs. None of the soft pairs looks like the same concrete fix, so they should remain separate.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43502 is the most concrete and actionable load-time bug in the set (unexpected API requests despite local_files_only=True) and best fits the cluster\u2019s recurring loading/import theme, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the strongest single representative for triage because it describes a specific reproducible bug with clear behavior and likely remediation path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad version-regression complaints, but they describe different scopes and likely different root causes." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "One is fp8 inference support for Qwen3-VL/Qwen3.5 MoE; the other asks about DeepSeek-V4 weight conversion. Different changes." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated bugs." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* performance cleanup and a missing Qwen3_5ForCausalLM import are different code-path problems." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel not applied with model_init are unrelated issues." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests and inverse_sqrt scheduler kwargs handling are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/import behavior, but one is intermittent import slowness and the other is lazy-loading malfunction; not enough to treat as one fix." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command and scheduler kwargs are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support missing for Nemotron vs Qwen3-VL 2D bbox hallucination: different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking breakage are different issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same concrete defect." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is distinct from an unspecified bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup causing slow imports is unrelated to a missing HybridCache export." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad list conversion are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import cleanup/performance and a testing_utils bug do not share the same underlying fix." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility and broad model breakage are too general to be the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/output error and Qwen3.5 MoE from_pretrained error are different failures." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init gating and tied-weight key AttributeError are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are separate features/issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 training degeneration are unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are different models/features." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and scheduler kwargs handling do not match." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue and tied-weight key AttributeError are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "transformers env breakage and missing Qwen3_5 import are different failures." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error have no concrete shared root cause." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are unrelated model components." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown and Qwen3ForCausalLM VRAM leak in dataloader threads are different bugs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation wording and Llama 3.2 model loading regression are not the same issue." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a deepseek-v4 tensor transpose bug are separate problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded loading and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a Qwen3 VRAM leak do not share a concrete fix." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad version breakage and a missing Qwen3_5 import are not the same underlying bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue and Gemma-4 audio positional encoding are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 59, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-491", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "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:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "b2da4357ccb930fe593172edc9d26a328a09dc0613ca5509ab20614244438407", + "component_budget": { + "node_count": 491, + "item_count": 491, + "soft_pair_count": 1812, + "serialized_chars": 938878, + "estimated_input_tokens": 234720, + "estimated_eval_tokens": 469696 + }, + "budget": { + "node_count": 39, + "item_count": 39, + "soft_pair_count": 35, + "serialized_chars": 32289, + "estimated_input_tokens": 8073, + "estimated_eval_tokens": 16402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issue reports. Only one soft pair looks like a true duplicate-like relationship: the Flash Attention 2.0 feature request for GPT2 is a narrower instance of the broader Flash Attention 2.0 request. The rest are too different in model, symptom, or code path to merge.", + "confidence": 0.49, + "canonical_issue_reason": "Issue 45250 is the cleanest umbrella for the only credible duplicate pair: it is the broader Flash Attention 2.0 feature request, while 28348 is the GPT2-specific version.", + "canonical_pr_reason": null, + "best_issue_reason": "45250 is the most canonical issue in the set because it names the general change directly and can subsume the model-specific FA2 request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Different topics: continuous batching for audio models vs. DeepSeek-V4 weight conversion guidance." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Both are Qwen3VL/Qwen3 issues, but one is a timestamp bug and the other is a VRAM leak; different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules; not the same underlying failure." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support request vs. module import failure; unrelated bugs/changes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but the reported symptoms and likely fixes differ too much to treat as duplicates." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": true, + "reason": "Same feature request area; 45250 is the broader Flash Attention 2.0 umbrella and 28348 is the GPT2-specific instance." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs. irrelevant/nonsensical issue title; no shared underlying change." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs. unrelated title; not a duplicate." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions regression and an unrelated issue; no overlap in bug or fix." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "One is not a meaningful technical issue; the other is a broad version-5 breakage complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure vs. unrelated title; different problem." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different crashes in different subsystems: tied-weights helper vs. chat template handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness vs. import error; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx config field vs. tied-weights helper crash; different bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError vs. tied-weights helper crash; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs. processor.save_pretrained missing files; different areas." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 related, but for different models and different code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() mask bug vs. slow from_pretrained loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs vs. checkpoint loading speed; no shared fix." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness vs. tensor-parallel training bug; different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue vs. forward-API documentation confusion; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs. from_pretrained error for Qwen3.5 MoE; related model family but different concrete problem." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching vs. FP8 Qwen3-VL/MoE support; unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different model implementations and different defects; not mergeable as one bug." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value regression vs. DeepSeek-V4 gating behavior; unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type hint issue vs. tokenizer regex warning regression; different fixes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value bug vs. kwargs not forwarded to loss function; different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs bug vs. RoFormer attention interface issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model-specific ignore_value bug vs. tokenizer warning regression; no duplicate relation." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Model-specific ignore_value bug vs. RoFormer attention interface issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different model/config typo issues with no shared underlying bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding vs. ModernBERT type-hint typo; unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type hint typo vs. quantization-operation typo; separate documentation/code issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Question about Llama4 normalization semantics vs. ModernBERT type hint; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Model behavior bug vs. ModernBERT config typing issue; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pair is a conservative duplicate-like match: 45250 is the broader Flash Attention 2.0 umbrella and 28348 is the GPT2-specific support request. The remaining rejections are mostly well-justified by distinct models, symptoms, or subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "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": "48ee5596d695eda68d42b5d77f4b889a04e176a579d6a881cc4411433dda9166", + "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 span three different feature requests in unrelated parts of the library. The only commonality is broad similarity in being enhancement requests.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster: #10519 is about tokenizer truncation behavior, #11005 about ReduceLROnPlateau-like scheduling, and #11307 about Wav2Vec2 word time offsets.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the clearest representative issue because it has the most concrete, self-contained feature request and the strongest problem statement, but it should not be treated as canonical for the other two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different subsystems: token truncation policy vs. Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation-from-beginning option vs. learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and code paths: scheduler behavior vs. extracting word start/end offsets from Wav2Vec2." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "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": "968bfa61d0f2eab34079f4e84bbd589e0779ccdbfcb86c579280ac756a81857a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is heterogeneous: one issue is about Tapas tokenization, while the other two concern model loading/download failures. The two loading issues are only superficially similar; one is about private-model auth messaging and the other is a generic \"can't load bert-base-uncased\" report.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the model-loading side of the cluster, with the most generic symptom/title.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best cluster representative because it is the most general \"can't load model\" report; the other issues are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different subsystem and failure mode from model loading." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading, but one is specifically private-model auth/error messaging while the other is a generic bert-base-uncased load failure; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 24, + "review_unit_index": 1, + "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": "8261303413662699814303ba78250dce3631f6a6dcd489be6aafb3b214144940", + "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": "These are two different community contribution feature requests in different areas: Flash Attention 2 support vs GGUF support. They are not duplicates and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: #26350 is about Flash Attention 2 support for more architectures, while #33260 is about GGUF support for more architectures; they target different code paths and feature sets.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a global duplicate representative because they describe separate enhancement requests rather than the same underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features and implementation areas: Flash Attention 2 support vs GGUF support. Similar framing, but not the same underlying request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "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": "45296f57bddbe7294855db6de8ba104d8009e4dadc9fe69139095f8b57416c8d", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13524, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13524, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly separate i18n translation-request issues for different languages. There are two true duplicate subgroups: the generic placeholder/template trio and the repeated Thai-title pair. The earlier canonical choice was overstated: issue:28936 is the most active concrete request, not issue:27088.", + "confidence": 0.86, + "canonical_issue_reason": "issue:28936 is the best canonical anchor because it is a concrete, well-specified translation request and has the highest discussion activity in the cluster; the other language-specific issues are separate requests, while the placeholder-style issues form their own duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28936 is the strongest representative issue for the cluster overall: it is concrete, active, and clearly a real language-specific request rather than a template placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages; these are separate translation requests, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target languages; similar i18n theme, but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder/template issue; not the same underlying bug or change." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; these are distinct translation tasks." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request and generic placeholder/template issue are not the same item." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request versus template-style placeholder issue; not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are separate tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request versus generic placeholder/template issue; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and template-style placeholder issue are not clearly the same underlying item." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; similar topic only at the broad i18n level." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request does not match the generic placeholder issue closely enough to merge." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no clear evidence they are the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no clear indication of duplication." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder/template title and near-identical issue content; this looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder/template title and effectively the same issue content." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no strong evidence of the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no strong evidence of duplication." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder-style issue, so this is a duplicate pair." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no clear same-language or same-request match." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no clear evidence of the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no clear evidence they describe the same request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no clear evidence they are duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and matching metadata strongly indicate a duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the summary overstates the packet: canonical_issue_reason says issue:27088 has the most discussion activity, but issue:28936 has higher discussion_activity (11 vs 8). The rest of the clustering is mostly conservative and grounded, but this factual error is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "review_unit_index": 1, + "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:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue: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: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": "6d6933b4fe56d7b1f765210d42a81b313517f63e7766776dfe8a9e6777a5ab3c", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23781, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23781, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all broad model-request issues, but they refer to different concrete models or features. The similarity is topical rather than duplicate-level, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the items request different models/features (e.g. EuroBert, RF-DETR, NeoBERT, Qwen3-TTS/ASR, Granite SWA+sink), so they are not the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative for duplication; this cluster is a loose family of model-add requests rather than one fixable issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requests: EuroBert config support vs DEIMv2 model addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config vs Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model requests, not the same issue." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2 are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B target different architectures and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR object-detection support is not the same as Qwen3-ASR support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model integrations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support is not the same change as the weight-sparse transformer request." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is not the same as Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 model architecture support and sparse-transformer support are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Voxtral-4B-TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different requested models." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE support are not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are different features/models." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support is unrelated to the closed Mirko Privitera issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by name only; they are different tasks and model paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are separate model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is not the same as adding a weight-sparse transformer." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are distinct model requests for different architectures." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models/features." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model addition vs Granite SWA+sink option are different code paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT support is unrelated to Voxtral-4B-TTS support." + }, + { + "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 model support is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support is unrelated to the Mirko Privitera issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 24, + "review_unit_index": 1, + "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": "307de717f7006915b0cedd2a8336ed425e4ea37e9c693786a154397480371548", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a technical Vision RoPE refactor. This is not a duplicate or same underlying bug/change cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the better representative of the cluster because it is a concrete technical refactor request; #38740 is a separate documentation/topic request and does not match it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subject matter and change type: a docs/framework addition request versus a Vision RoPE refactor. No shared bug, code path, or concrete implementation target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 24, + "review_unit_index": 1, + "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": "a1bdba190e960dd031180032de433dade401cd0158421766d5a6e28462f7f203", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for block decoding support, the other asks for DeepSeek v3.2 support. They target different features and there\u2019s no shared implementation evidence.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more specific, user-facing request and better captures a concrete feature need; #41084 is a separate low-level capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests with no shared targets/files: block decoding vs DeepSeek v3.2 model support. Soft similarity is too weak to treat as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "review_unit_index": 1, + "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": "8b62eecbaab6b59e021388ba37b0e37fea9d20a7074be7026dab505d9ad0f4f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about model efficiency/tiled components, but they request different features: one is an API flag for `TiledFusedLogitsLoss` / FLCE in `from_pretrained()`, the other is integrating `TiledMLP` to reduce memory footprint. They do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 41826 is the broader, more representative memory-footprint feature request; 41306 is a separate, narrower API-flag request for a different component.", + "canonical_pr_reason": null, + "best_issue_reason": "41826 is the better standalone representative because it clearly describes a concrete optimization feature with a broader scope than the FLCE flag request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes: FLCE flag in `from_pretrained()` vs. integrating `TiledMLP`. Shared theme is model efficiency, 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": 24, + "review_unit_index": 1, + "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": "15e790e33c9d1e620c029d782c1081ca0e1b363d4da97665017d1956d8f93765", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the titles point to distinct Trainer behaviors and different fixes.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better duplicate representative because they address separate feature/bug areas rather than the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one concerns column pruning and the other FLOPS estimation; they are not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "review_unit_index": 1, + "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": "e3605f193ca3661551ddebe729336e6dd39f6fac612f9153f921b82c2c908a0f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader, more central model-registration request and is the clearest standalone representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best issue to surface because it states a concrete auto-class registration gap and is broader than the narrower Qwen3.5 sequence-classification request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 support for AutoModelForSequenceClassification. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 24, + "review_unit_index": 1, + "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": "008f8240d3013bee85cb93292a6431a2803aa9911a270fbbfbe4d88fde24319d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact same title ('huggingface ') and appear to be duplicates; the 'Fett' issue is not clearly related. No pull requests are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical 'huggingface ' issues, so it is the best canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest issue representative because it is earliest among the repeated identical-title reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no substantive evidence tying 'Fett' to the 'huggingface' reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete bug/change details." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title, same sparse report pattern, and close creation times; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no distinguishing details; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no distinguishing details; likely duplicate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues have the exact same title, while issue 43835 has a different title and no stronger evidence of linkage. The duplicate-style pair judgments are conservative given the limited evidence, and noting that no PRs are present is correct." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "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": "e2cf0782247458c7098a2b3ced90ddae2e12d84550b239bd812025412ede4f61", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are low-signal, mostly spam/generic issues with no bodies, links, filenames, or code changes. They do not look like duplicates of one concrete bug or request.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44418 is the least spam-like and most descriptive title in the set, so it is the best placeholder representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most plausible representative because it reads like a real documentation request rather than a pure spam placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic '' issues with no body detail; identical placeholder titles are not enough to show the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic '' issues with no substantive description, links, or targets; no evidence they describe one concrete duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a documentation suggestion; titles and available metadata do not indicate the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated generic/spammy titles with no shared technical details." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying issue based on the available metadata." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The documentation suggestion does not match the other issue's generic spam placeholder; no concrete overlap is shown." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title, but there is no body text, target, or other evidence tying them to one concrete bug/request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a 'Google LLC' mention are too vague and unrelated to confidently treat as the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive content overlaps; the titles are both generic/spam-like but not demonstrably the same underlying report." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "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": "1fdb7d45cb2b867094e24e4f0a6740ec4bba2aedce8f0542b7e074896994a7a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The issues have identical titles and were opened within hours of each other, so they are plausible duplicate reports, but the packet only provides soft-similarity evidence and does not expose the bodies or other concrete linkage. That makes the duplicate call uncertain rather than strong.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45145 is the earlier report and has the only inbound reference, so it is the better canonical target if these are duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best representative issue because it is slightly earlier and already has more external linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and close timing suggest a possible duplicate, but the packet lacks body text or other concrete evidence; soft_similarity alone is not enough to confidently accept the pair as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these issues share the same title and were opened a few hours apart, but it does not expose the bodies, so claims of \"highly similar descriptions\" are not grounded here. The soft pair also has `deterministic_accept: false` and only `soft_similarity` evidence, so an outright accepted duplicate verdict is stronger than the packet warrants. The canonical-choice reasoning is plausible, but the soft-edge verdict should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "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": 24, + "review_unit_index": 1, + "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": "8f1971fb108013dd26b865f0176ff8f885972d14a2ca9e3cb02f23aa3a9d9623", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs in different code paths: one in Gemma4 audio modules with a torch.finfo(uint8) TypeError, and one in BitsAndBytesConfig where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError. They are related by broad theme but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45674 is the clearer, more generally applicable 4-bit regression report; issue 45672 describes a separate Gemma4/audio-module failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best representative of the cluster because it has a precise configuration-triggered failure and broader applicability than the Gemma4-specific audio-module report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: Gemma4 audio modules hit torch.finfo() on uint8 weights, while BitsAndBytesConfig loses the default lm_head exclusion and asserts during 4-bit inference." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "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": "1fe5c71362b0099b0d5c42fac2f2d386d650a51ea26b766ed2794c65787e7a8f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two closed issues whose titles are just different personal names with dates; they do not describe the same bug or request and look unrelated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial similarity in title format; the subjects are different people and dates, with no shared problem statement or duplicate evidence." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "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": "648316eb58c8d379acceb5e2cfe1e1078c266423a6f2ccf5115fcfa2996760c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look unrelated: each is just a different person name with a different date string and no body, links, or shared technical context. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: there is no evidence these report the same underlying problem or request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative; they appear to be unrelated content rather than duplicate bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different titles, different names, different dates, and no shared description or technical context. This does not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "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": "65601f7a280a6e4d27ba57d3e5ebe17c0846c6d36aba0133fd884033a463d885", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. No duplicate/canonical relationship is evident.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and code paths (model class addition vs FP8 training support).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better cluster canonical because they are not duplicates and should be tracked separately.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a specific model wrapper for token classification versus enabling FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "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": "74840efb8130c50d2771d0cab68a379d038e888eac76c59c0fdcfd92d2945733", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated, and the cross-pair similarities are only topical, not the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": "There is no single canonical issue for the whole set because it actually splits into two separate duplicate groups; if one must be chosen, 45872 is the stronger representative since it is a concrete feature request and has an exact duplicate in 45873.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best issue to keep as the representative item: it is substantive, specific, and directly duplicated by 45873, whereas 45870/45871 read more like an example/tutorial request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types/topics: a dataset listing vs an example request. Similar keywords are not enough to make them the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact types/topics: a dataset listing vs an example request. Not the same underlying bug or change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and apparently the same example request; these are duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example request and the other is a scraping-service feature request; different underlying asks." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different requests despite overlapping wording; 45870 is an example request while 45873 is about a scraping service feature." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different requests despite topical overlap; not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different requests despite topical overlap; not the same concrete issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and same feature request; these are duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles, so treating them as duplicate pairs is conservative and supported. The cross-pair non-duplicates are also appropriately conservative given only soft similarity and differing titles. Minor wording like \"unrelated\" is a bit stronger than the evidence, but not enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "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": "8b5483d1a49d3ed31979445ffe1712a804579634a2f2b58c34021579cdec3374", + "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 `static` cache and `linear_attention`, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` in Qwen3.5. They may be related, but the evidence is not strong enough to treat them as the same bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the broader, more diagnostic report: it names the likely faulty phase (`early_initialization`) and the concrete symptom (`wrong shapes` leading to `RuntimeError`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative because it is more general and appears to cover the underlying static-cache/linear-attention initialization problem rather than one model-specific crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Similar subsystem, but not clearly the same concrete bug: 46439 is about shape corruption in `early_initialization`, while 46441 is a `KeyError: 'linear_attention'` in Qwen3.5. Different symptom and likely different 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": 22, + "component_count": 24, + "review_unit_index": 1, + "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": "e4dc8ec437478198bb85a512e7a1a15c37a3e3556865db3cc5c13ba3f46fb782", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look like duplicates based on identical titles, matching body length, and a perfect soft-similarity signal, but the packet does not expose the bodies themselves, so the match should be treated as highly likely rather than proven identical. #46552 is the better canonical/best issue because it is open and has inbound references, making it the likely active tracker.", + "confidence": 0.86, + "canonical_issue_reason": "#46552 is the better canonical issue because it is open and has inbound references, so it is the likely active tracking report for this tokenizer bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep because it appears to be the live report for the same Wav2Vec2CTCTokenizer special-token leakage problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and matching body length, plus soft_similarity=1.0, make these look like duplicate reports of the same issue; the bodies are not exposed, so this is a strong but not absolute match." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair comparison is directionally reasonable, but the summary overstates what the packet proves. The packet shows identical titles, equal body_length, and soft_similarity=1.0, but it does not expose the issue bodies, so claims like \"identical content\" or definitively \"the same underlying bug description\" are not fully grounded. Also, \"active tracker\" is only a cautious inference from open state and inbound references; phrase it as likely/canonical rather than certain. The verdict should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "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": "2ce99d07559342e0c84d0503837e1f39ae848dfd31a0cf0bd60881b3d4448bd4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "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 do not appear to be duplicates: one reports a tensor size mismatch during object detection training, while the other reports out-of-memory later in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative is needed, issue 46692 is the better canonical issue because it is the more specific, open report about RT-DETR v2 training, but it is not the same bug as 46657.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46692 is the stronger representative for this cluster because it is more specific and currently open, but it should not be treated as a duplicate of 46657.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs memory exhaustion during later epochs. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "1226d8ce252d4c61f0afc017c4c8abfb9e17e648e1a631a2081889d7c9d0bf07", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe unrelated loading/dispatch bugs in different code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch to CPU. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46822 is the more concrete and self-contained report in this pair, focused on a specific ZeRO-3 zero.Init partitioning failure causing OOM during multi-GPU load.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the better representative issue because it names the affected feature, the failing submodule, and the observed symptom clearly; 46823 is a separate quantized-loading/device-map bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying mechanisms and symptoms: one is DeepSpeed ZeRO-3 partitioning of a composite submodule, the other is 4-bit model dispatch incorrectly sending modules to CPU despite sufficient memory. They do not appear mergeable 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": 1, + "component_count": 37, + "review_unit_index": 1, + "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": "7fb0db3969e7ca3f43113e27c61dc6bc05b87fe6ece7af1b2c00df3d92e09ba6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: PR 40546 is the initial VibeVoice implementation, while PR 42781 adds the Realtime/tokenizer follow-up and broader integration changes.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42781 is the broader, later VibeVoice change set and is the better single representative of the cluster, but it is still a distinct follow-up rather than a duplicate of PR 40546.", + "best_issue_reason": null, + "best_pr_reason": "PR 42781 is the most comprehensive standalone PR here because it includes the Realtime and acoustic-tokenizer work in addition to core VibeVoice updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: they share the same model family, but PR 42781 is a follow-up adding Realtime/tokenizer support and extra integration changes, not the same concrete bug fix or change as the initial VibeVoice implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 37, + "review_unit_index": 1, + "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": "30f4736fd5982b8673b1b47b77c4ad3765af55715c013936e53f5adaf25f8d42", + "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": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same bug or change, so this cluster should not be treated as a duplicate set.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs touch different models, code paths, and user-facing features, so there is no single representative duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "No strong cluster representative exists because the items are unrelated; if forced, neither PR is a good canonical for the pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "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": "3fafbed2fd0759ee621775abbd64129b4b0d8a1e59a41bda9612fc76cdefc961", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34788, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34788, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not duplicate-like: it mixes unrelated PRs for tokenizer methods, processor auto-loading, export tests, model additions, Falcon refactors, MoE/kernel tweaks, model name renames, a new-model skill, config resolution, TDT loss kernel support, and chat parsing docs/code. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which both address the same loss helper in the same file for the same underlying `cross_entropy` kwargs support bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the one true duplicate pair: it directly targets issue 43240 and makes the broader `fixed_cross_entropy` helper forward `weight` and `label_smoothing` into `nn.functional.cross_entropy`. PR 43254 is the same underlying fix but slightly narrower in presentation; the rest of the cluster is unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the duplicate-like subset because it has an explicit issue target, a concrete code-path fix in `loss_utils.py`, and the clearest fix intent. None of the other PRs are close enough to serve as a global canonical representative since they address different subsystems and different changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different problems: Mistral tokenizer missing methods vs adding a new MobileLLM model. No shared code path or same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions are unrelated to an Executorch dynamic-shape export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM model files and configs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs fix is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model code, but one fixes `cross_entropy` kwargs while the other is a Mistral4 test/model bundle; different underlying issues." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Export dynamic-shape test coverage is unrelated to Mistral4 test fixes and model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different features: exportability test vs new model implementation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model addition is unrelated to fixing `cls.config` resolution order." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are different code paths and goals." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill and repo scaffolding changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output refactor and Mistral4 test fixes do not fix the same concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to the `layrnorm` to `layernorm` renaming across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and serve chat parsing updates are different subsystems and changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to `cls.config` resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix and the new-model skill/documentation patch are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill and scaffolding content." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy`: both PRs add support for forwarding kwargs into `nn.functional.cross_entropy` in the same helper, with overlapping file and function scope." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the unrelated PRs are correctly treated as non-duplicates based on distinct subsystems, and the only accepted pair, 43251/43254, clearly shares the same file, function, and issue target, so it looks mergeable as one bugfix PR. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 37, + "review_unit_index": 1, + "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": "5fb5a3369b76a8b4d71581814ecf786d3463d97a17157d368a8dcee20ff421c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflows, but they are not the same change: one focuses on Node 24 compatibility for core actions, while the other bumps docker/build-push-action and a few other workflow actions to newer versions. They overlap in some workflow files but target different dependencies and failure modes.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better canonical PR because its stated goal is broader and more coherent: upgrading workflow actions for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster since it has the clearer umbrella purpose and wider workflow coverage, while #42976 is a narrower action-version bump centered on docker build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are both workflow dependency upgrades, but they change different actions and address different concerns. #42975 targets Node 24 compatibility across many GitHub Actions; #42976 specifically bumps docker/build-push-action and a few related workflow actions. They are not the same underlying fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 37, + "review_unit_index": 1, + "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": "5b92df6afdd2cf52a7c2dd78f5db923413b9dd49187102ffbeec9ee8ddc0d97f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24646, + "estimated_input_tokens": 6162, + "estimated_eval_tokens": 12580 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24646, + "estimated_input_tokens": 6162, + "estimated_eval_tokens": 12580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only strong duplicate-looking pair is the Step 3.7 Flash implementation vs its WIP companion PR; the rest are different models or a separate distributed-config change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the cleaner canonical representative: it is the main Step 3.7 Flash model-addition PR, while 46658 is a WIP/scaffolding PR built around the same model code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best global representative for the only accepted duplicate pair because it contains the core end-user model integration, whereas 46658 is supporting WIP conversion/debug infrastructure around the same feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo). Same docs/auto-registry patterns do not make this the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model additions with different code paths and tests; shared framework files are incidental." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated model additions; they only overlap on generic docs/auto registration plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "A model-addition PR and a distributed configuration PR are not the same change or bug." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are separate model generations/implementations, not the same concrete feature change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model integrations; overlap is only in shared package/registry boilerplate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo model addition and distributed-config work are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different model code and tests; not a duplicate change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model work is unrelated to the distributed config PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM is a time-series model addition, while Step 3.7 Flash is a multimodal model addition; they touch different concrete code paths." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model integration and distributed config infrastructure are different changes." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both PRs target Step 3.7 Flash and share the same core model/auto-mapping code path; 46658 looks like WIP scaffolding and mini-model conversion support for the same feature, so they could 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": 7, + "component_count": 37, + "review_unit_index": 1, + "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": "2e9a3ffb2a640a061eb70dbb9af09576f9fad6879575e80f5527d2b5cbe4b752", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23159, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23159, + "estimated_input_tokens": 5790, + "estimated_eval_tokens": 11836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is thematically similar at a very broad level, but the PRs address different bugs and code paths: Whisper tokenization/tests, tie-weights compatibility, model test cleanup, dequantization, doctests, generation watermarking, CI infra, and typo cleanup. No soft edge looks like a true duplicate fix/change set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the cluster, PR #46579 is the broadest and most central code change, but the set is not a true duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46579 is the best overall representative: it is the largest, most substantive change set and spans actual code paths rather than only tests or docs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but for different models and different failure modes; not the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/tests vs FP8 dequant/loading fixes are unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test/tokenizer work is unrelated to generation watermarking and broad validation fixes." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights is unrelated to a broad typo-cleanup PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test assertion cleanup is unrelated to CI/integration fixes for Phimoe." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and different concrete problems; no shared fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test cleanup versus generation/configuration and Whisper behavior fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only changes are not the same as broad code typo fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8/dequant model-loading changes are unrelated to Phimoe CI integration fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 dequantization versus generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Shared files are incidental; one is FP8 dequant logic, the other is typo cleanup across many files." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest documentation cleanup is not the same change as code typo fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/Whisper fixes are unrelated to Phimoe integration test/CI changes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Overlap in touched files does not make the underlying fixes the same; these target different issues." + } + ] + }, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "e197a2e99f64ea0af8a4ae35637746085b7ec21d1de78aa47ba61a2a73449be6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three unrelated \u201c[don\u2019t merge]\u201d test PRs: one tweaks packaging/versioning and tests, one rewrites several CI/notification workflows and test utilities, and one changes the PR security-gate workflow. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong duplicate canon emerges; if forced, PR 43532 is the broadest representative of the cluster, but it is not actually the same change as the others.", + "best_issue_reason": null, + "best_pr_reason": "43532 has the most substantial cross-cutting workflow/testing edits, but the cluster is heterogeneous and the PRs are not true duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different targets and purposes: setup/versioning and a test file versus a single security-gate workflow change. No shared code-path bug or mergeable same-fix relationship." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "One PR changes packaging/versioning and pytest dependency setup; the other changes CI workflows and testing utilities. The shared vitest file is incidental, not the same underlying fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflow files, but they change different CI systems and behaviors: comment-driven workflow/notifications versus the PR security gate. Not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 37, + "review_unit_index": 1, + "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": "68ade24b19e473fd7571cc52cfd5dab12b6b26d5704bbd3f8b0f7b9b4a843416", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct pipeline-addition PRs in the same segmentation area: one for promptable concept segmentation and one for promptable visual segmentation. They share framework/docs boilerplate, but they implement different features and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the stronger representative of the cluster because it is the broader and more complete segmentation pipeline addition, covering more model integrations and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best single PR in this cluster for navigation/triage purposes because it has the larger implementation footprint and wider model support, making it the more representative segmentation-pipeline change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They are different concrete features: promptable concept segmentation vs promptable visual segmentation. Overlap is limited to shared infrastructure/docs, not the same underlying bug or change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 37, + "review_unit_index": 1, + "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": "fada96dadf82e0802767f2554e6568719523c6b6ee59db3841ef49d851dec1c7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related to Trainer internals, but not the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better representative of the cluster because it makes a concrete behavior change in `training_step` around loss scaling, whereas #43663 is a separate refactor of input-column signature handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone PR to keep as a reference: it fixes a specific training-path behavior and has a clear user-visible effect. PR #43663 is a different trainer customization change, not a duplicate of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They share `trainer.py` and Trainer customization context, but they modify different code paths and solve different problems: gradient accumulation loss scaling vs. signature column filtering for PEFT/custom trainers. 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": 11, + "component_count": 37, + "review_unit_index": 1, + "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": "5cb23d711ff9c8ed14dd8cbe0e8ad3b7c07b15c6cbe30c021404630ca9df17c1", + "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 transformers/cli/serve.py and are about TypeAdapter/typing issues, but they address different failures: 43656 is a broader postponed-annotations/type-hint cleanup, while 43842 specifically guards the pydantic TypeAdapter import when pydantic is absent.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the sharper representative of the cluster because it directly fixes the concrete missing-pydantic TypeAdapter NameError with a minimal, targeted change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best standalone fix: it targets the specific import-time failure path and is the most self-contained correction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related area, but not the same underlying bug. 43656 adds __future__ annotations and adjusts typing usage; 43842 explicitly fixes the pydantic-optional TypeAdapter NameError via TYPE_CHECKING import and quoted annotation. These are separable changes 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": 12, + "component_count": 37, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "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:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "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: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: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", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "ddb3990a0ae977633fdd1ea88ed8500b9bae1dcd00e0ba3ad20eac6acff90e36", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of separate, model-specific output-tracing refactors, not one duplicate stack. The only clear duplicate subgroup is the GPT-Neo pair, and the GPT-J/CodeGen variants around 44066/44085/44722 look like the same core refactor.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the best canonical PR for the GPT-J/CodeGen subgroup: it covers the same GPT-J output-tracing change as 44066/44085 and is the broadest, most complete version of that refactor.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest representative of the only obvious duplicate family in this cluster; the remaining PRs are distinct model migrations rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same refactor theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; both are just standardized output-tracing refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; 44066 only adds the copied CodeGen block, so one PR could subsume the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet/RT-DETR ResNet vs EfficientNet; unrelated model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; same migration style, not the same bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Unrelated model files and code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa; not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model file and tests; these could plausibly be one PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; only a shared refactor pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; not the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; different model implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same migration theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; unrelated models." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same family of work, but not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; unrelated model code." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same underlying bug." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; different model families." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; same refactor style only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5; unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen; no shared concrete code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBERT; different model code." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT; same subsystem theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 vs MPT; different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; same refactor theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; unrelated models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different concrete refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44044", + "accept": false, + "reason": "ResNet vs DeBERTa; only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs VITS; unrelated code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same migration style, not a duplicate change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J refactor, and 44722 covers the same core change with extra breadth." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; different models and code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families; only the refactor pattern is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; not the same bug or fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs VITS; different model code." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same broad task, different concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and pair verdicts are grounded in the packet and stay conservative. The accepted pairs are supported by shared files and/or the same issue target, and they look mergeable as single PRs for the same refactor bugfix. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "4b30bc1a6cc25ec948452a2f97462c32a869f21ffbdba69f91b56d890eee9514", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are pull requests for migrating different model implementations to the standardized output-capture/tracing helpers. They share a common theme, but they touch different model-specific code paths, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the clearest standalone change with an explicit issue target and a concrete model-specific refactor; among this set it is the best representative PR, though it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "44129 has the strongest canonical signal (explicit linked issue, clear refactor scope, self-contained diff). The others are similar migration PRs but for different model classes and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models (VisualBert vs TextNet) and different forward paths; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations with distinct output-capture wiring; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model families and code paths; these are parallel migrations, not one shared fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert each update their own model internals for standardized output tracing; same theme, different concrete change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 modify unrelated model-specific forwards and tracing hooks, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "review_unit_index": 1, + "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": "172d5ce99131b5786a79069b85170286c59145784f89184a24e2a1914c211f59", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are separate model-specific output-tracing refactors, not duplicates of the same concrete bug or change. The cluster is theme-similar but code-path distinct, so soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative and substantial of the set: it touches two closely related Mamba implementations and adds the output-capturing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`) that the others follow in simpler form.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best cluster representative because it is broader than the single-file refactors and reflects the shared output-tracing migration pattern most clearly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model implementations and files; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); only the refactor pattern matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model codepaths; this is not a duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and files; shared output-tracing idea is too broad to merge as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations; same refactor motif only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `univnet`); not the same bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad refactor pattern, but distinct model codepaths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different touched files; not duplicate work." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Only the tracing refactor theme overlaps; the implementations are unrelated." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers and separate codepaths; not a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model families with no shared concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files; same thematic cleanup only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Not the same underlying change; these affect different architectures and codepaths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific refactors; too broad to treat as duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Same migration pattern, but unrelated models." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model implementations; no evidence of one concrete shared fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model codepaths; only the refactor style overlaps." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and distinct changes; not the same underlying bug or feature." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba` refactor vs `superpoint` refactor; no shared concrete code-path problem." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and implementations; same output-tracing theme is insufficient." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families; not a duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model codepaths with only superficial similarity." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and codepaths; no duplicate bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model implementations; not the same concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are output-tracing refactors, but for different encoder/decoder models and not one mergeable change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families; shared refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated implementations; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different codepaths and model architectures; same theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Unrelated model-specific tracing refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `rwkv`); not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Similar wrapper pattern, but distinct modalities and codepaths; not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and files; no shared underlying bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model implementations; same refactor motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different encoder-decoder vs keypoint model code; not duplicate work." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated models; same tracing cleanup theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model codepaths and change scope." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct models with no common concrete fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; not a duplicate PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are unrelated; same output-tracing theme is too broad to accept." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "8c359ee409498d16c29436bb40e56114c47aed12011f75cba0c7d9438fa21ef2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-introduction PRs (PenguinVL vs Voxtral TTS). They overlap only on shared Transformers registration/docs plumbing, not on the same underlying code change or bug fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better canonical PR for the cluster only in the sense that it is more narrowly scoped and explicitly tied to issue 45027; however, it is still a separate model implementation from 44662 and not a duplicate of it.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the strongest representative of its own change because it has an explicit issue target and a focused feature scope. PR 44662 is likewise a valid standalone model-addition PR, but it is not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations with different filenames, model classes, and goals. The shared auto-registration/docs edits are generic boilerplate and do not indicate 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": "pull_request", + "component_index": 16, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "36fd144b45053330692b34ddf75137fe5fd47a8b76351c5039e78fe4497b5258", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one changes PR docs workflow behavior, while the other tweaks CI routing and makes an unrelated code edit in modeling_utils.py. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46845 is the better canonical representative because its title and diff are more specific and it contains the substantive CI-related change; PR 44965 has a vague title and a separate workflow edit with no clear overlap.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the strongest single representative of the cluster: it has the clearer intent, broader evidence of a real change, and is more informative for triage than the loosely described PR 44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and code paths: 44965 rewrites the PR documentation workflow into a draft-conversion workflow, while 46845 adjusts CI workflow routing and adds an unrelated line in modeling_utils.py. They do not look like the same bug or mergeable duplicate 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": 17, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "00d57ac4202adc86bf60b174b45d1f6243f4081b0c04b7b3f1bec3b3d873d4d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion, but they target different layers: #44979 adds a generic module-fusion API and tests, while #45363 wires n-to-1 kernel fusion into KernelConfig/model loading with an example. They are related, but not duplicates of the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational and self-contained change: it introduces the generic Module Fusion API and test coverage, whereas #45363 is a later, feature-specific KernelConfig integration built on a different path.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative for the cluster because it defines the underlying fusion abstraction rather than a specific application of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: #44979 implements a generic module fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and touches different integration points; they are related but not the same concrete 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": 18, + "component_count": 37, + "review_unit_index": 1, + "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": "b02cbe891a4de78212f42d15ca10bffc7dded6e8f7ebd18951e4271c98162045", + "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 implement the same Mistral regex patch in the same file, with 45317 adding test coverage for the same fix. They look like duplicate fix attempts for the same underlying AttributeError.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it contains the same code change as 45086 plus a regression test, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the best PR candidate because it fixes the same concrete bug and includes test coverage, while 45086 is just the code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same target issue, same modified code path, and the diff shows the same AttributeError fix; 45317 only adds tests, so these are duplicate implementations 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": 19, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "c9a7aef39b22ceba346ce49abb22868f71e8231528e90a2686b358c716d11f35", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: one is a conversion/refactor pass for NemotronH inheritance and key mapping, while the other is a broader model split/registration/doc update for NemotronH, Dense, and Sparse variants.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the more canonical representative because it implements the larger end-to-end NemotronH restructuring, including new dense/sparse model packages, auto-mapping, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best overall fit for the cluster since it covers the full public-facing model organization change; PR #45115 is a narrower internal conversion/refactor change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same underlying change: #45115 focuses on conversion mapping and inheritance refactor, while #45569 splits out dense/sparse variants and updates docs/model registration. They could not realistically be merged into one single PR without conflating separate scopes." + } + ] + }, + "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": 37, + "review_unit_index": 1, + "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": "6e4837066af0dbd11094225a427bae083dc17b14bf83ac771077805a9cf0d10a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs overlap on heterogeneous/per-layer configuration work, but they are not the same concrete change: #45333 is config-only, while #45332 adds broader modeling/runtime support too.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the better canonical PR because it implements the broader end-to-end heterogeneous model feature, including the config work plus modeling/runtime integration.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the strongest representative of the cluster since it covers the full feature scope rather than only the configuration subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not merge-equivalent: #45332 includes additional modeling/cache/masking changes beyond the per-layer configuration support in #45333." + } + ] + }, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45346-2", + "nodes": [ + "pull_request:45346", + "pull_request:46818" + ], + "soft_pairs": [ + "pull_request:45346|pull_request:46818" + ], + "prepared_review_unit_hash": "146fb196678abd4f4bd0d659f71b94723dd7c5fd130cbb2a018d04a75b0f71f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5602, + "estimated_input_tokens": 1401, + "estimated_eval_tokens": 3058 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5602, + "estimated_input_tokens": 1401, + "estimated_eval_tokens": 3058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both involve MoE/router behavior, but they fix different bugs in different code paths: one is a narrow double-softmax regression in Mixtral/Qwen2-MoE, the other is a broad expert-parallel router contract and FP8 scale-format fix across many models. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46818 is the broader, more central router/EP fix and better represents the cluster\u2019s main architectural theme; PR 45346 is a much narrower test-driven regression fix for a specific softmax mistake.", + "best_issue_reason": null, + "best_pr_reason": "PR 46818 is the best representative because it spans the larger production change surface and addresses a core runtime contract across multiple models, whereas PR 45346 is limited to two model tests and a specific router-logits regression.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45346", + "right": "pull_request:46818", + "accept": false, + "reason": "Both concern MoE routing, but 45346 fixes double-softmax on router logits in specific models, while 46818 changes expert-parallel router contracts and FP8 scale handling across many models. Different bugs and not plausibly 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": 22, + "component_count": 37, + "review_unit_index": 1, + "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": "146eac1c402366a4f96c093bbff12e0db6240a59587a8fd2c90b99d3e302db7c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different scopes: one is a broad repository-wide type-checking sweep, while the other adds specific typing protocols/helpers and updates a few concrete integrations. They do not look like the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical PR because it is a focused typing change centered on `_typing.py` and a small set of related integrations, rather than a wide type-checking sweep across many unrelated files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it is the more coherent, specific change; PR 45415 is a broad cleanup-style type-checking pass and is not the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both concern typing, but 45415 is a broad type-checking pass across many files, while 45425 adds specific typing protocols and targeted model/integration adjustments. They are related in theme, not the same bug or mergeable 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": 23, + "component_count": 37, + "review_unit_index": 1, + "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": "253bd8f5ce2f996863ad6160fdfb8af4f5fa9bc6273550df77a673219d5cd35a", + "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": "The two PRs both touch expert-parallel model loading, but they fix different failure modes: one is about loading via accelerate/DeepSpeed ZeRO-3 and serialized distributed config, the other is about FSDP2/rank-0 broadcast overwriting expert parameters. They are related, but not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative because it targets a more concrete runtime corruption path and includes the broader distributed loading fixes; 45548 is narrower and focused on accelerate/ZeRO-3 configuration handling.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR in the cluster: it addresses a specific expert-parameter overwrite bug with direct code-path changes, making it the clearest representative of the underlying EP loading class of issues.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different root causes and fixes: 45548 handles EP + DeepSpeed ZeRO-3 loading/serialization, while 45662 fixes expert parameters being overwritten after rank-0 broadcast under FSDP2. Shared subsystem 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": "pull_request", + "component_index": 24, + "component_count": 37, + "review_unit_index": 1, + "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": "0749dad4c19e568caa04294559593f292241e53627835558a68c0bdfb28d6203", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4669, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4669, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils, with 45645 extending the core fix to CI log collection. They are close enough to be treated as duplicates/one combined change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe logging fix plus the CI workflow update needed to consume multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the most complete implementation of the underlying bug fix: it updates the output path behavior and the workflow that reads those artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision problem for captured_info artifacts; 45645 is a superset of 45639's fix and could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 37, + "review_unit_index": 1, + "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": "88d2cd699b1f8bd28b149d5346aaf019b9f8a6fbdbf67e2bdd7fe3d40f16de0f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one implements TRF003 tuple-return handling across model forwards, while the other adds TRF018 weight-initialization modeling rule changes. Shared transformer filenames are broad and incidental, not evidence of the same fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: they address different lint rules and different code paths.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplication triage; neither PR is a plausible merge target for the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: TRF003 forward/return_dict refactor vs TRF018 _init_weights modeling rule. They do not fix the same concrete bug and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 37, + "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": 37, + "review_unit_index": 1, + "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": "1cec73a91b00e4ce95441106a6111f1ca7e84e9f5edd864bb4674e974ca2adcb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: #45932 is a mixed CI/telemetry workflow plus model code tweaks, while #46100 is a test migration adding new kernel/model tests and DDP config. They touch different concrete changes and would not realistically be merged into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the two pull requests address different workstreams (CI/model changes vs. test migration) rather than the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong duplicate canonical; if forced, #46100 is the cleaner self-contained test migration, while #45932 is a mixed-purpose change with workflow and model edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: #45932 adds CI secrets/workflow updates and several model code edits, whereas #46100 adds kernel/model tests and DDP test config. They do not fix the same code-path problem and should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 37, + "review_unit_index": 1, + "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": "1a74730ebd4c39dd08fad58602c20cda6dcfef68e0fb84c9e8b172653aafd2b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates. PR #46126 is a focused EP/Trainer integration change for distributed tensor-parallel/MoE routing, while PR #46269 is a broad distributed-branch base refactor touching many unrelated distributed subsystems and CI setup.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained code change: it targets EP routing/tensor-parallel behavior and trainer integration. PR #46269 is too broad and spans multiple distributed features, so it is not a good canonical representative for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative because it has a clear concrete purpose and narrower scope, making it the most likely underlying change users would want to track or deduplicate against.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Different change sets and scopes. #46126 implements EP routing and trainer integration in distributed tensor-parallel code; #46269 is a broad distributed branch base with FSDP CI and many unrelated file edits. Shared filenames alone do not indicate the same 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": 29, + "component_count": 37, + "review_unit_index": 1, + "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": "aadeb38fb5008aeb9805dd5aa6ad506d68d5a974f270bdaef6082b853f996610", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25932, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25932, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All candidates are small workflow-maintenance PRs, but they are not duplicate changes. The only close cluster is the pr-ci-security-gate.yml series, and those PRs make different hardening edits rather than the same fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the set breaks into unrelated workflow edits, and even the pr-ci-security-gate.yml items are distinct follow-up changes rather than one duplicate PR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 is the strongest standalone representative because it contains the core security-gate logic change; the others are narrower or orthogonal workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow areas: self-comment-ci message piping vs security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates self-comment-ci, the other adjusts pr-ci-security-gate permissions." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "No shared underlying bug; self-comment-ci scripting change vs security-gate comments." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes in different workflows; not the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow logic: stdin handling in one CI job vs commit-message detection in another." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch trigger changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different concerns; SSH runner vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes do not match assign-reviewers checkout ref fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows; SSH runner secret handling vs pr-ci-security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "No duplicate relationship; SSH runner environment cleanup vs security-gate workflow permissions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow edits, but they fix different jobs and different behaviors." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Distinct workflow changes: anti-slop permissions vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different CI workflows and different concrete fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared code path or same bug; anti-slop permission move vs security-gate overhaul." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer checkout ref fix and benchmark dispatch support are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different change types; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout target vs security-gate logic are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch trigger and build-ci commit-message handling are separate fixes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "No underlying shared bug; benchmark workflow vs security-gate workflow." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and problems: build-ci tag selection vs security-gate enforcement." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Commit-message quoting fix is unrelated to pr-ci-security-gate permissions." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci Docker workflow tweak vs security-gate comments only." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different change; not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete fixes: one adds security checks, the other changes permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Security-gate logic change vs explanatory comments; not the same underlying bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different hardening changes in the same file, but not the same change or bug." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes workflow permissions/guarding, the other only adds notes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate edits: permissions/approval condition vs secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments are not the same change as switching secrets: inherit to secrets: {}." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 37, + "review_unit_index": 1, + "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": "c05412b0165880f252ac3b4702606c639a190abef943d35b2266730693ab8dff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "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 avoiding direct file-open source inspection, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "46152 is the better representative of the cluster\u2019s shared theme because it updates a core utility to avoid self-source file reads; 46207 is a separate model-specific heuristic change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46152 is the strongest overall cluster representative: it is a self-contained infrastructure fix in import_utils.py, whereas 46207 addresses a different, narrower attention-implementation check in modeling_utils.py.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same broad motif (source-reading without open()), but different modules, different behaviors, and different bug fixes; they do not look like one 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": 31, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 37, + "review_unit_index": 1, + "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": "d672f60d46b09eda7668f7d7ae56257306b52f009d3a50a118dd72cad5139b1f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "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 address the same off-by-one bug in the sliding-window right boundary (`-dist <= right_window_size` vs `<`) for Moonshine streaming. PR 46546 is the broader, later fix and also covers Gemma4 plus tests.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the stronger canonical PR: it fixes the same boundary bug in Moonshine streaming, extends the fix to Gemma4, and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best overall candidate because it addresses the bug in more than one affected model and adds tests, making it the most complete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same concrete off-by-one right-window boundary fix in Moonshine streaming; 46546 contains the same fix and could plausibly absorb 46310." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 37, + "review_unit_index": 1, + "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": "aacc42ad81b99f81b2a604dd6b7daab433881ef85a95a94ff2575284a3c943ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5996, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5996, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model stack and documentation. They do not fix the same code path and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the more self-contained, fully scoped feature addition with broader implementation and test coverage, making it the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the strongest standalone PR in the set because it introduces a complete new model integration rather than a narrower subsystem change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different features and code paths: continuous batching multimodal support vs. HunYuan VL model integration. Shared model-related language is too broad to indicate 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": 34, + "component_count": 37, + "review_unit_index": 1, + "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": "896decb3ce70d216d85dd82e15c231f34d56d55142ee8e91b5e1b572d93902cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs are about different tokenizer bugs in different model families, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 46574 fixes CodeLlama decode stripping, while 46580 fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class misloading; they touch different code paths and problems.", + "best_issue_reason": null, + "best_pr_reason": "46574 is the cleaner self-contained fix, but there is no single best PR for the cluster because 46580 addresses a separate tokenizer-loading issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs: one changes CodeLlama decode behavior, the other changes auto-tokenizer checkpoint routing for DeepSeek models; they would not merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 37, + "review_unit_index": 1, + "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": "10aa40128a55913f664618a062dd403fed90427fdd923017a6dd57dcb14613c7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer-area PRs, but they address different changes: one refactors/moves the existing Mistral converter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46603 is the more mature, non-draft PR and is a self-contained refactor of existing Mistral conversion code into the integrations package; it has stronger review activity and is easier to treat as the representative Mistral PR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46603 is the best representative PR for the cluster because it is concrete and more settled; pull_request:46604 is a separate feature addition around tekken tokenizer support, not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different underlying changes: 46603 moves/organizes the existing MistralConverter code, while 46604 adds new tekken tokenizer detection/conversion/save behavior. They share a subsystem, but not the same concrete bug or 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": 36, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46831" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46831" + ], + "prepared_review_unit_hash": "8a47bc8ae7730b2f1b65b6cf381b24e81380f7ec58dc86493717cb40e53fd6fd", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10050, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10050, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates; they fix different bugs in different code paths: Mamba-style cached decoding, padding-mask application in linear-attention models, QuantizedCache layer construction for hybrid models, and CPU-offload hook behavior in Qwen3.5/Qwen3-Next.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46741 is the clearest representative fix: it targets a specific cached-decoding bug with an explicit single-token fast path and concrete model coverage/tests. The others address separate subsystems and failure modes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46741 is the strongest standalone PR in the set because it describes a concrete code-path problem, has a focused fix, and includes model-specific validation. It is more self-contained than the broader or more infrastructure-oriented alternatives.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different failure modes: 46741 fixes cached decoding/state reuse in Mamba2-style mixers, while 46781 fixes QuantizedCache layer construction for hybrid SSM+attention models. They touch related caching code but not the same underlying bug." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "46773 is about padding masks being skipped for batch-size-1 linear-attention models; 46741 is about single-token cached decoding in Zamba2/Nemotron-H. Same broad area, but distinct bugs and fixes." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46831", + "accept": false, + "reason": "46741 addresses cached mixer state handling, while 46831 fixes device_map CPU offload by invoking the conv1d hook before forward in Qwen3.5/Qwen3-Next. Different code paths and root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46854-2", + "nodes": [ + "pull_request:46854", + "pull_request:46864" + ], + "soft_pairs": [ + "pull_request:46854|pull_request:46864" + ], + "prepared_review_unit_hash": "5c384516266980672de0d56b43ba32a955741a65586a16c14feb3c22a4df7c45", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3283, + "estimated_input_tokens": 821, + "estimated_eval_tokens": 1898 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3283, + "estimated_input_tokens": 821, + "estimated_eval_tokens": 1898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes a CTRL flex-attention BlockMask crash, the other fixes continuous batching for composite/multimodal configs. The soft similarity is superficial, so the pair should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46854 is the tighter single-bug fix with a concrete code-path change in CTRL generation, so it is the better representative among the two PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46854 is the clearest standalone fix: a small, localized guard in CTRL attention-mask handling for a specific crash.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46854", + "right": "pull_request:46864", + "accept": false, + "reason": "Different bugs in different subsystems: CTRL flex-attention mask handling vs continuous batching config resolution for multimodal models. They do not appear mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/manifest.json b/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..acd9a614ba1ab2c2d5d80e1e9f812f0c0a494e87 --- /dev/null +++ b/snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260624t120028z", + "artifacts": { + "hybrid": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-24T12:11:40Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260624T120028Z", + "variant": "hybrid" +} diff --git a/snapshots/20260624T120028Z/manifest.json b/snapshots/20260624T120028Z/manifest.json index bceaf7b93b088265c2c579cb77bef7768bfeb8bc..92faf7cf068a6343685bf865601f0ff7b0e5a9e2 100644 --- a/snapshots/20260624T120028Z/manifest.json +++ b/snapshots/20260624T120028Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1034 }, "extracted_at": "2026-06-24T12:00:28Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260624t120028z", + "runs": { + "hybrid-model-20260624t120028z": { + "analysis_id": "hybrid-model-20260624t120028z", + "artifacts": { + "hybrid": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260624T120028Z/analysis-runs/hybrid-model-20260624t120028z/manifest.json", + "model": null, + "published_at": "2026-06-24T12:11:40Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260624T120028Z", "watermark": {