diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 1e796879e1b65a50496ce6fa6cb9b3d5728126b6..7fcac5ccccec9a094769fd08feb5d05219113bb7 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": "20260614T060034Z", - "generated_at": "2026-06-14T06:04:51Z", + "snapshot_id": "20260614T120024Z", + "generated_at": "2026-06-14T12:09:15Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1152,7 +1152,7 @@ "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43240, "canonical_pr_number": 43251, "issue_numbers": [ @@ -1163,7 +1163,8 @@ 43254 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -1858,128 +1859,6 @@ } ] }, - { - "cluster_id": "cluster-46635-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46637, - "issue_numbers": [], - "pr_numbers": [ - 46635, - 46636, - 46637 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46635, - "right_pr_number": 46636, - "code_similarity": 0.657, - "size_similarity": 0.5, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.381, - "shared_filenames": [ - "src/transformers/generation/configuration_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/generation/configuration_utils.py", - "left_ranges": [ - [ - 647, - 653 - ] - ], - "right_ranges": [ - [ - 647, - 653 - ] - ] - } - ] - }, - { - "left_pr_number": 46635, - "right_pr_number": 46637, - "code_similarity": 0.555, - "size_similarity": 0.316, - "file_overlap": 0.333, - "area_overlap": 1.0, - "patch_similarity": 0.276, - "shared_filenames": [ - "src/transformers/generation/configuration_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/generation/configuration_utils.py", - "left_ranges": [ - [ - 647, - 653 - ] - ], - "right_ranges": [ - [ - 647, - 653 - ] - ] - } - ] - }, - { - "left_pr_number": 46636, - "right_pr_number": 46637, - "code_similarity": 0.785, - "size_similarity": 0.632, - "file_overlap": 0.667, - "area_overlap": 1.0, - "patch_similarity": 0.724, - "shared_filenames": [ - "src/transformers/generation/configuration_utils.py", - "tests/generation/test_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/generation/configuration_utils.py", - "left_ranges": [ - [ - 647, - 653 - ] - ], - "right_ranges": [ - [ - 647, - 653 - ] - ] - }, - { - "filename": "tests/generation/test_utils.py", - "left_ranges": [ - [ - 1592, - 1598 - ] - ], - "right_ranges": [ - [ - 1592, - 1598 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45415-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2283,6 +2162,35 @@ } ] }, + { + "cluster_id": "cluster-46504-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46504, + "issue_numbers": [], + "pr_numbers": [ + 46504, + 46563 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46504, + "right_pr_number": 46563, + "code_similarity": 0.185, + "size_similarity": 0.923, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2586,7 +2494,7 @@ 43254 ], "target_issue_number": 43240, - "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference evidence." + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43698-3", @@ -2677,6 +2585,15 @@ "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-46504-2", + "canonical_pr_number": 46504, + "duplicate_pr_numbers": [ + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46612-3", "canonical_pr_number": 46639, @@ -2694,16 +2611,6 @@ ], "target_issue_number": 46614, "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference, shared_issue_target evidence." - }, - { - "cluster_id": "cluster-46635-3", - "canonical_pr_number": 46637, - "duplicate_pr_numbers": [ - 46635, - 46636 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46635-3 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 7e854754d0892d73b65a80e36470963fdcba43da..fc1bf57893e6218d15ead83df47aede5b7613e3d 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": "20260614T060034Z", - "generated_at": "2026-06-14T06:04:51Z", + "snapshot_id": "20260614T120024Z", + "generated_at": "2026-06-14T12:09:15Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:24643", "issue:30277", @@ -115,8 +115,8 @@ "issue:43541|issue:43716", "issue:43716|issue:46468", "issue:43716|issue:45685", - "issue:44292|issue:44918", "issue:44918|issue:45161", + "issue:44292|issue:44918", "issue:43716|issue:44292", "issue:45507|issue:45685", "issue:43039|issue:44918", @@ -132,310 +132,412 @@ "issue:43866|issue:46402", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "7403b78e7f14112b29dfc72c3713d035f9796b155d0a7077027eb48a85be8c9d", + "prepared_review_unit_hash": "8790b8e72e0ce576866df35b02c83bfb0501a5e5919434ef63348ea849a82c7f", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46530, - "estimated_input_tokens": 11633, - "estimated_eval_tokens": 23522 + "serialized_chars": 46535, + "estimated_input_tokens": 11634, + "estimated_eval_tokens": 23524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with no PRs. The only clear duplicate pair is the DeepSpeed ZeRO-3 BERT index-out-of-bounds issue (43596/43638); 45859/45902 also look like the same Qwen3_5Moe rotary-embedding device/materialization bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43638 is the best canonical issue because it gives the most specific reproduction of the BERT + DeepSpeed ZeRO-3 index-0-out-of-bounds failure and subsumes issue:43596.", + "summary": "Mostly a mixed bag of superficially similar bug reports; only the Bert/ZeRO-3 zero-sized index error pair looks like a true duplicate. The rest are same-subsystem or same-error-class matches, not the same underlying issue.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43638 is the clearest, broader statement of the Bert + DeepSpeed ZeRO-3 index-out-of-bounds bug, and it best represents the only confirmed duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the strongest representative of the only definite duplicate family in this set; the rest of the cluster is largely unrelated noise.", + "best_issue_reason": "issue:43638 is the best global issue representative because it captures the concrete failure mode cleanly without extra model-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: Qwen3.5 config attribute error vs chat/completions streaming failure." + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat API crash." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend/hardware bugs: AMD GPU failure vs MPS histogram_int limitation." + "reason": "Different models and hardware paths: AMD GPT-OSS failure vs MPS histogram int error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral-3 image dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Different bugs: dtype mismatch in preprocessing vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Phi autocast dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Autocast dtype mismatch and AMD GPU failure are unrelated symptoms." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "GPT-OSS AMD GPU failure vs broken Nemotron example." + "reason": "Official example breakage vs AMD GPU model/runtime issue; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid-method bug." + "reason": "Different model families and different failure modes." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export error." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error vs Qwen3Moe FP8 failure." + "reason": "ONNX export failure vs FP8 configuration failure; not the same issue." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs Qwen3 auto device-map cuda assert." + "reason": "ONNX export bug and auto device-map cuda assert are different code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs docs/RAG cleanup." + "reason": "Table QA crash vs RAG docs update; unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they target different removed v5 docs items and likely different fixes." + "reason": "Both are stale docs, but they cover different removed topics and changes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error vs GenerationMixin import error." + "reason": "ONNX export issue vs GenerationMixin import error; different bugs." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 SFT embedding issue vs resume-training/trust_remote_code issue." + "reason": "SFT input-embedding failure vs resume/trust_remote_code problem; unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/shape mismatch vs Gemma4 device mismatch." + "reason": "Mask shape IndexError and Gemma4 device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "BERT ZeRO-3 index error vs unrelated mask-shape bug." + "reason": "Similar IndexError wording only; different tensor/mask indexing bug." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 index error vs resume-training issue." + "reason": "Bert ZeRO-3 index error vs training-resume issue; unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "BERT ZeRO-3 index error vs unrelated mask-shape bug." + "reason": "Same error class, but different code paths and models." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/shape mismatch vs Qwen3.5 video chat-template mismatch." + "reason": "Mask shape mismatch vs video feature/token mismatch; different bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/shape mismatch vs GPT-OSS tensor-parallel issue." + "reason": "Different issues: indexing/mask shape vs GPT-OSS tensor parallel behavior." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training issue vs Nemotron example broken." + "reason": "Resume/trust_remote_code issue vs broken official example; not the same bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video StopIteration vs resume-training issue." + "reason": "Qwen3.5 video StopIteration vs training-resume issue; unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 index error vs resume-training issue." + "reason": "Bert ZeRO-3 index error vs model resume/trust_remote_code problem; unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug vs ONNX export error." + "reason": "Bark voice preset bug and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed failures: collective mismatch vs BERT index-out-of-bounds." + "reason": "Both involve DeepSpeed, but collective mismatch is not the same as Bert ZeRO-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same Zero-3/BERT index-out-of-bounds bug; 43638 is the more specific non-pretrained reproduction." + "reason": "Same ZeRO-3 BertModel index-0 out-of-bounds failure; one report is just a broader variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy issue vs GPT-OSS tensor-parallel issue." + "reason": "Liger kernel cross-entropy call and GPT-OSS tensor parallel issue are different bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization bug vs LoRA save/reload mismatch." + "reason": "Detokenization bug vs LoRA merge/save inconsistency; unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error vs LoRA save/reload mismatch." + "reason": "Qwen3-8B NVFP4 runtime failure and LoRA save/reload mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing mismatch vs unrelated mask-shape bug." + "reason": "FSDP activation checkpoint mismatch vs mask shape IndexError; different failures." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed failures: weight-2D error vs collective mismatch." + "reason": "DeepSpeed weight-dimension error and collective mismatch are different bugs." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization bug; 45902 describes the underlying uninitialized inv_freq problem." + "accept": false, + "reason": "Same class name, but CPU-offload incompatibility and meta/to_empty memory bug are not clearly the same concrete issue." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43638", + "right": "issue:45161", "accept": false, - "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error." + "reason": "Bert ZeRO-3 index error vs GPT-OSS TP issue; unrelated." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch vs CustomTrainer signature change; different problems." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 preprocessing vs GraniteMoE invalid method; different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Both docs issues, but one is removed pipeline tasks and the other is removed run command; not the same fix." + "reason": "Qwen3-8B NVFP4 runtime failure and AMD GPU GPT-OSS failure are different." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup issue vs video token/feature mismatch; unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config/vLLM mismatch vs Mistral tokenizer regex patch crash." + "reason": "Gemma3/vLLM config attribute error and Mistral regex patch crash are different issues." }, { "left": "issue:45800", "right": "issue:46515", "accept": false, - "reason": "Torch/transformers incompatibility reports differ in scope and version specifics." + "reason": "Both mention torch 2.4.1 compatibility, but the reports are too generic to confirm the same concrete bug." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram_int bug." + "reason": "Gemma4 device-mapping mismatch vs expensive reverse embedding lookup; different code paths." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error." + "reason": "Torch 2.10 incompatibility and Qwen3-8B NVFP4 runtime failure are unrelated." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "FSDP activation-checkpointing mismatch vs Qwen3 auto device-map cuda assert." + "reason": "Autocast dtype mismatch vs GPT-OSS tensor-parallel issue; not the same bug." }, { "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3-8B NVFP4 runtime failure are different." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error vs image preprocessor dtype mismatch; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs broken Nemotron example; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Dtype mismatch and MPS histogram int error are different failures." + }, + { + "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch vs GPT-OSS tensor-parallel issue." + "reason": "Qwen3.5 SFT embedding issue vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime failure vs Qwen3.5 SFT embedding unpacking; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures with no shared concrete code path." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call and MPS histogram int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call vs SFT input embedding unpacking; different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the affected models and concrete failures differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different v5 docs cleanup items; not the same documentation change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram int error; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "SFT embedding unpacking issue vs MPS histogram int error; different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy path and autocast dtype mismatch are unrelated." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs CustomTrainer compute_loss kwarg error." + "reason": "Collective mismatch in DeepSpeed and CustomTrainer kwarg error are different bugs." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing mismatch vs GenerationMixin import error." + "reason": "FSDP checkpoint mismatch vs GenerationMixin import failure; unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue vs mask/shape bug." + "reason": "Liger kernel cross-entropy issue and mask shape mismatch are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure vs outdated RAG docs." + "reason": "AMD GPU model failure vs outdated RAG examples docs; different kinds of issues." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Ovis2 checkpoint corruption vs Sam3Model weights-not-loaded bug." + "reason": "Corrupted checkpoint and missing text encoder weights are not the same bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch 2.4.1 compatibility complaint vs v5.9.0 USE_DISTRIBUTED=0 regression." + "reason": "Both are compatibility regressions, but they affect different runtime/support configurations and are not the same concrete failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the packet has no PRs, the summary stays conservative, and the accepted duplicate pair (43596/43638) is strongly supported by nearly identical titles. The 45859/45902 call is also appropriately hedged as a likely duplicate family rather than a certainty. No obvious overstatement in the soft-edge verdicts." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The only true-duplicate call is well-supported by the two very close Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports, while the other pairs are reasonably rejected based on distinct titles and failure modes." }, "evaluator_used": true, "retried": false, @@ -451,10 +553,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:36010", "issue:39290", @@ -540,8 +642,8 @@ "issue:44841|issue:45084", "issue:43404|issue:43866", "issue:41093|issue:41762", - "issue:45800|issue:45823", "issue:43296|issue:43366", + "issue:45800|issue:45823", "issue:43572|issue:45070", "issue:44805|issue:44918", "issue:44387|issue:45005", @@ -549,245 +651,296 @@ "issue:43828|issue:45464", "issue:43366|issue:45464" ], - "prepared_review_unit_hash": "ff05adf122fb36e63ce870a453c8859517f5147fa05d7c8e2083caebdfc9eaf3", + "prepared_review_unit_hash": "3985e11ae728ac46cba3bf3869faeaa70948087ecc87edcc4a3b22be5a33cdaf", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40035, - "estimated_input_tokens": 10009, - "estimated_eval_tokens": 20274 + "serialized_chars": 40029, + "estimated_input_tokens": 10008, + "estimated_eval_tokens": 20272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regressions and compatibility reports that only look similar at a high level. The only clearly coherent bug family is the AutoTokenizer wrong-token-ID v5 regression; most soft pairs should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "No single issue cleanly canonicalizes the whole mixed cluster. If a representative is needed, issue 45920 is the best anchor because it is open, broad, and describes the concrete AutoTokenizer v5 regression across multiple model families more completely than the narrower 45812 report.", + "summary": "This cluster is mostly heterogeneous symptom-match noise (IndexError/load failures/docs/runtime incompatibilities). The only clear duplicate pair is the AutoTokenizer regression reports: Granite-only in 45812 and the broader multi-model regression in 45920.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report: it covers the tokenizer regression across several model families, is open, and has inbound references. issue:45812 is a narrower Granite-only instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest issue to represent the only clear duplicate subcluster: it is current, broad, and directly captures the token-ID regression rather than a model-specific symptom.", + "best_issue_reason": "issue:45920 is the best cluster representative because it states the underlying regression most generally and is already tracking the wider impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different bugs: vLLM model-load failure versus a PyTorch/USE_DISTRIBUTED compatibility break." + "reason": "Different failures: vLLM model load error for PaddleOCR-VL vs distributed=0 compatibility break." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both mention Zero-3 IndexErrors, but the models and code paths differ enough that this is not clearly the same underlying bug." + "reason": "Both are ZeRO-3 index errors, but they involve different models and different stack contexts; not enough to treat as the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Unrelated failures: missing Gemma3 config attribute in vLLM versus a Qwen3 auto-device-map CUDA assert." + "reason": "Unrelated model-specific errors: Gemma3TextConfig attribute missing vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different compatibility problems: missing Float8 storage versus distributed build support." + "reason": "Float8 storage lookup issue is unrelated to the USE_DISTRIBUTED=0 compatibility break." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs/behavior mismatch and removed command mention are unrelated documentation issues." + "reason": "Both are docs-related, but they concern different API/documentation regressions." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: GPT-OSS on AMD GPUs versus table-question-answering crash." + "reason": "Different subsystems and failures: GPT-OSS AMD GPU support vs table-question-answering crash." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and failures: Gemma4 device placement versus Qwen3.5 video chat-template token mismatch." + "reason": "Both are model-specific multimodal issues, but they are different code paths and symptoms (device mismatch vs video token/template mismatch)." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger-kernel cross-entropy call and a Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy routing is unrelated to the Qwen3-vl video StopIteration error." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model/processor path and device-map forward error; not the same bug." + "reason": "Different model families and different failure modes; no shared concrete bug." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "A detokenization regression and outdated RAG docs are unrelated." + "reason": "Tokenizer detokenization bug vs stale RAG docs; unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading failure versus stale documentation; no shared bug." + "reason": "NemotronH loading failure is unrelated to documentation drift." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + "reason": "Remote_code regressions and USE_DISTRIBUTED=0 breakage are different compatibility issues." }, { "left": "issue:45812", "right": "issue:45920", - "accept": false, - "reason": "Not enough evidence in this pair listing to merge directly; the broader tokenizer regression is represented by 45920, but this edge is not explicit enough to accept as a duplicate." + "accept": true, + "reason": "Same underlying tokenizer regression: 45812 is the Granite-specific instance, while 45920 describes the broader multi-model wrong-token-ID bug." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different checkpoint/model-loading problems across unrelated architectures." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are different problems." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter incompatibility is unrelated to distributed support." + "reason": "bitsandbytes initialization incompatibility is unrelated to distributed-disabled torch support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error versus outdated examples; unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs examples." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the configs and failure modes differ; too broad to treat as one bug." + "reason": "Different model/config errors: Gemma3 sliding_window_pattern vs Qwen3-MoE sliding_window handling." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a zero-sized tensor during Zero-3 training." + "reason": "Both mention IndexError, but the reported failures are different and model/context-specific." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/running and table QA crashes are unrelated." + "reason": "Whisper loading/running failure is unrelated to table-question-answering crashes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-load failures; no shared concrete code-path problem." + "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 corrupted checkpoint are distinct issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate issues." + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are unrelated compatibility bugs." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3 init IndexError and torch/transformers compatibility are not the same bug." + "reason": "ZeRO-3 BertModel index error is unrelated to torch 2.4.1 / transformers 5.8.0 compatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression versus table QA crash are unrelated." + "reason": "Tokenizer detokenization regression vs table QA crash; different code paths." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic field breakage are unrelated." + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic break." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different models and failure modes; no duplicate evidence." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attribute error and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming API failure and an MPS histogram operator issue are unrelated." + "reason": "Qwen3.5 streaming inference failure is unrelated to the MPS MoE histogram_int error." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and an MPS Int histogram issue are unrelated." + "reason": "Different runtime failures on different backends/models; not the same underlying bug." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different MoE-related runtime problems with different triggers and code paths." + "reason": "Both are MoE-related runtime issues, but they are different errors, different models, and different execution paths." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3TextConfig sliding-window attribute errors." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-compilation TypeError are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they are different shapes, different models, and different failure contexts." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different model-support issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic regression are separate v5 issues." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape/indexing problems, but the mask mismatch and TRL embedding unpacking failures are different bugs." + "reason": "Both involve Qwen3.5 training behavior, but one is a mask-shape IndexError and the other is TRL SFT embedding unpacking; not enough to merge." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are unrelated." + "reason": "Int4 OOM regression and tied-weights translation-model issues are unrelated." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE failures: grouped_mm tracing versus tensor-parallel support on GPT-OSS." + "reason": "Grouped_mm/tracing failure in Mixtral is unrelated to GPT-OSS tensor-parallel-only behavior." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + "reason": "Autocast dtype mismatch and streaming chat API failure are different bugs." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are different features and bugs." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the one clearly related pair (45812/45920) and does not overclaim the rest. The representative-issue rationale is supported by the titles, open state, and inbound references on 45920." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -799,10 +952,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:36331", "issue:39186", @@ -856,8 +1009,8 @@ "soft_pairs": [ "issue:44291|issue:45070", "issue:43531|issue:45070", - "issue:45020|issue:45800", "issue:43716|issue:46294", + "issue:45020|issue:45800", "issue:43541|issue:44589", "issue:44479|issue:46294", "issue:41093|issue:43596", @@ -865,8 +1018,8 @@ "issue:45759|issue:45902", "issue:39186|issue:44918", "issue:43716|issue:44918", - "issue:43645|issue:45399", "issue:40990|issue:44960", + "issue:43645|issue:45399", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:42915|issue:45399", @@ -876,8 +1029,8 @@ "issue:44863|issue:45005", "issue:45183|issue:46463", "issue:44492|issue:44512", - "issue:44918|issue:45507", "issue:46489|issue:46491", + "issue:44918|issue:45507", "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", @@ -886,33 +1039,33 @@ "issue:36331|issue:41762", "issue:43828|issue:44928" ], - "prepared_review_unit_hash": "2226311173443ece2541d40e12c336d07ef9e0439721ebd581b34f1d9a289bb4", + "prepared_review_unit_hash": "2de00ebe174f1048d1123a10c863b4b83115f40b189106ff6de7716a8170551d", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37037, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "serialized_chars": 37033, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are superficial same-subsystem matches rather than true duplicates. The clearest duplicate mini-cluster is the non-persistent-buffer regression around v5, with a couple of other narrow same-root-cause pairs in tied-weights validation and input-validation messaging.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43644 is the best umbrella issue here: it states the broad v5 regression on non-persistent buffers, and the later reports (issue:43950, issue:44534) read like narrower rephrasings of the same bug.", + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports, with one clear duplicate pocket around the v5 non-persistent buffer regression. Most other soft pairs are only loosely similar at the symptom or subsystem level and should stay separate.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43950 is the strongest hub in the cluster: it describes the concrete v5 non-persistent-buffer corruption regression, and it cleanly overlaps with 43644 and 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the most suitable duplicate target among the listed items because it is the earliest and broadest description of the underlying regression, making it the cleanest canonical issue for that subcluster.", + "best_issue_reason": "43950 is the best single representative issue because it is specific, regression-oriented, and has the clearest duplicate linkage in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { @@ -925,187 +1078,187 @@ "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a PretrainedConfig/pydantic issue." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "One is remote_code breakage; the other is a torch/transformers version incompatibility." + "reason": "Both are multimodal, but one is an image dtype mismatch and the other is a video feature/token mismatch in a different model path." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Both are multimodal preprocessing mismatches, but they affect different models and modalities, so not the same concrete bug." + "reason": "One is a broad remote_code regression; the other is a torch/transformers version compatibility complaint." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure is unrelated to missing Float8 storage support." + "reason": "Grouped_mm tracing error in Mixtral is unrelated to the Float8 storage lookup failure." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both concern video-related regressions, but one is input regression across Qwen VL models and the other is a feature/token mismatch in chat templating." + "reason": "Both mention video/Qwen models, but they describe different concrete bugs and likely different code paths." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the trigger conditions and code paths differ (mask length mismatch vs ZeRO-3 zero-size tensor access)." + "reason": "Mask shape mismatch and zero-sized tensor index error are different initialization/runtime failures." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Different SigLIP2 symptoms: worse embeddings vs nonsensical AutoModel/pipeline output." + "reason": "SigLIP2 quality regression and nonsensical AutoModel/pipeline output are too broad to treat as the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different model-loading problems: text_config unwrapping vs uninitialized rotary embedding memory." + "reason": "Config unwrapping in multimodal AutoModel creation is unrelated to uninitialized rotary embedding memory after to_empty()." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape failure is unrelated to TRL input-embedding unpacking." + "reason": "FSDP weight-shape error is a different problem from TRL SFT input embedding unpacking." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Both are shape/dtype-style runtime issues, but they are different model families and different failure mechanisms." + "reason": "Different model families and different failure modes: dtype mismatch vs trainer-specific unpacking error." }, { - "left": "issue:43645", - "right": "issue:45399", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "Jupyter custom-model initialization is unrelated to flash-attn fallback gating." + "reason": "These are unrelated model-specific issues with no shared concrete bug." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:43645", + "right": "issue:45399", "accept": false, - "reason": "High perplexity on GPT-OSS is a different problem from a GLM5-specific issue." + "reason": "Jupyter custom-model initialization and flash-attn fallback gating are separate concerns." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision while the other is loading the wrong module after save_pretrained; not clearly the same bug." + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load; not the same concrete bug." }, { "left": "issue:43404", "right": "issue:45005", - "accept": true, - "reason": "Both describe tied-weight regressions in v5; 45005 is the broader umbrella and 43404 is a concrete instance." + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head issue and the other is a broader translation-model regression." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn fallback blocking are different quantization/attention issues." + "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to flash-attn fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache linear_attention crash is a different code-path problem than tied-weight regressions." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading with quantization is a different subsystem and failure mode from tied-weights regressions." + "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to docs mentioning a removed command." + "reason": "DSA indexer math behavior and docs mentioning a removed run command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied weights." + "reason": "NemotronH checkpoint loading is unrelated to tied-weight regressions." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both point to the same input-validation/XOR error-message bug; 46463 looks like a T5-specific instance of the broader validation problem." + "accept": false, + "reason": "Both are validation/error-message issues, but they target different validation paths and models; not clearly one bug." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to removed run-command documentation." + "reason": "A cache-strategy typo and stale docs about a removed command are unrelated." }, { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "TRl embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + "reason": "Different tokenizer regressions affecting different model families and different round-trip symptoms." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different round-trip behaviors." + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different defects." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization bug and init_empty_weights unexpected-argument bug are unrelated." + "reason": "DeepSeek detokenization and Qwen NVFP4 runtime failure are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Unexpected _is_hf_initialized argument is not the same as GraniteMoEHybrid calling an invalid method." + "reason": "No shared underlying bug: NVFP4 runtime issue vs invalid-method call in GraniteMoEHybrid." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same non-persistent-buffer corruption/junk regression in v5." + "reason": "Same underlying v5 non-persistent-buffer corruption regression; both describe the same buffer-initialization bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example errors are not the same as SigLIP2 text-embedding quality degradation." + "reason": "A broken documentation example is not the same as a model quality/output regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying regression: non-persistent buffers are corrupted/fill with junk during v5 loading/materialization." + "reason": "Both report the same non-persistent buffer corruption problem in Transformers 5.x." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different TypeErrors/IndexErrors in unrelated trainer vs DeepSpeed/Gemma3 loading paths." + "reason": "Unexpected trainer argument and ZeRO-3 zero-sized index error are unrelated." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both mention dtype/BF16 issues, but one is an autocast mismatch and the other is a 3D position_ids/SDPA fallback causing gradient collapse." + "reason": "Autocast dtype mismatch and RLHF NaN explosions from 3D position_ids are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical non-persistent-buffer cluster is well supported by the titles, and the accepted soft pairs are plausible same-root-cause matches rather than overclaims. No obvious evidence of overstating duplicates." + "feedback": "The summary is grounded in the packet and stays conservative. The non-persistent-buffer trio (43644/43950/44534) is a well-supported duplicate pocket from the titles, and the remaining soft pairs are mostly rejected in a cautious, defensible way. No obvious overstatement." }, "evaluator_used": true, "retried": false, @@ -1121,10 +1274,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:24643", "issue:28530", @@ -1210,245 +1363,242 @@ "issue:45715|issue:46315", "issue:45488|issue:46489" ], - "prepared_review_unit_hash": "364a7e51c74819584d42339f695e878e86d153afdcf616774452004117f84377", + "prepared_review_unit_hash": "576977c3f5b1332a360ce07c3df792fe12f69f42094a9b7d52ee82d27d86dde0", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37912, - "estimated_input_tokens": 9478, - "estimated_eval_tokens": 19212 + "serialized_chars": 37917, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grab-bag of Transformers v5 regressions across tokenization, model loading, quantization, and training. None of the soft pairs look like the same concrete bug/change closely enough to merge, so I would not collapse any of them into duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45020 is the broadest umbrella here: a general v5 regression affecting remote-code/model loading. It is still only a partial fit because many other items are narrower or unrelated.", + "summary": "Mostly a mixed bag of unrelated Transformers regressions, with several tokenizer/model-loading issues and one plausible duplicate pair around non-persistent buffer materialization. Most soft pairs are only superficially similar and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45920 is the best cluster anchor because it is the broadest tokenizer-regression report here, spans multiple model families, and cleanly represents the recurring v5 tokenization theme in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to represent the cluster, but only weakly; the cluster is too heterogeneous to have a strong canonical.", + "best_issue_reason": "Issue 45920 is the strongest single issue to keep: it is general enough to cover the main tokenizer-ID regression pattern without being tied to one model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different failures: bitsandbytes parameter compatibility vs missing Float8 storage support. Same quantization area, but not the same bug." + "reason": "Both are quantization/loading TypeErrors, but they involve different backends and failure modes (`_is_hf_initialized` vs missing Float8 storage); not the same bug." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model wrong-ID report while 46489 is a specific DeepSeek-Coder v1 gap tied to a prior fix." + "reason": "Both are tokenizer regressions in v5, but 45920 is a broad AutoTokenizer ID regression across many models while 46489 is a DeepSeek-Coder-specific output bug tied to a gap in a prior fix." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding quality regression; the other is a general tokenization version-change report. Too broad and not the same underlying issue." + "reason": "Same general tokenizer/model quality area, but one is a SigLIP2 embedding quality complaint and the other is a version-wide tokenization change; different root causes." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption for Ovis2 1B is not the same as generic loading noise/warnings." + "reason": "One reports a corrupted Ovis2 checkpoint, the other reports noisy load-time warnings; not the same underlying defect." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both involve loading/materialization behavior, but one is about non-persistent buffers being corrupted and the other about uninitialized rotary-embedding memory. Different code paths." + "accept": true, + "reason": "These look like the same non-persistent-buffer/materialization bug: from_pretrained/to_empty leaves buffers uninitialized, and `inv_freq` is a concrete manifestation of that corruption." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but different symptoms and likely different root causes: zero probabilities vs poorer text embeddings." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too little evidence they share one code fix." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Both are model-loading issues, but for different models and different failure modes (bad AutoTokenizer error vs missing tied-weights attribute)." + "reason": "Different models and different failures: bad AutoTokenizer error message for Voxtral vs missing `all_tied_weights_keys` on Molmo." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention packed-sequence crash on Qwen3.5 is unrelated to CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Both mention Qwen3.5/MoE-related behavior, but one is a FlashAttention packed-sequence crash and the other is CPU-offload incompatibility in rotary embedding; distinct code paths." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different performance regressions: LoRA gradient checkpointing vs int4 quantization memory growth/OOM." + "reason": "Both are memory-related, but one is LoRA gradient-checkpointing behavior and the other is int4 quantization OOM; different mechanisms." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "FSDP2 per-layer shared_kv_state rebuild causing KeyError is unrelated to uninitialized memory after to_empty materialization." + "reason": "Different model subsystems and failures: Gemma-4 FSDP2 shared_kv_states bug vs Qwen3_5Moe buffer materialization corruption." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related to SigLIP2, but one is a subjective embedding-quality regression and the other is a HF-vs-JAX implementation discrepancy. Not the same concrete bug." + "reason": "Both are about SigLIP2, but one is a relative embedding-quality complaint and the other is an HF-vs-JAX implementation discrepancy; not clearly the same defect." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different loading errors; no clear shared underlying fix." + "reason": "Unrelated model-loading problems for different models; no shared concrete bug is apparent." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same bug as a specific tokenizer/model load failure for ScandiBERT." + "reason": "One is about unnecessary load-time noise, the other is a hard failure loading ScandiBERT; not the same issue." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training issues: DeepSpeed weight dimensionality error vs early-stopping metric resolution." + "reason": "Completely different training-time errors: DeepSpeed weight-dimension runtime error vs early-stopping metric validation." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and a Python 3.13 flash_attn import error are unrelated." + "reason": "Tokenizer detokenization regression and Python 3.13 flash-attn import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading, but one is generic noise and the other is a specific inability to load cjvt/sleng-bert." + "reason": "Both concern loading models, but one is noisy output and the other is a model load failure; different bugs." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different memory/perf problems." + "reason": "Both touch training memory, but one is LoRA checkpointing and the other is Qwen3 MoE memory inefficiency; not a duplicate pair." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields with trust_remote_code=True is a specific config-object bug, not the same as the broader remote_code breakage report." + "reason": "Both involve remote_code/trust_remote_code regressions, but one is missing fields from AutoConfig and the other is a broader breakage report; too broad to merge confidently." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/framework combinations and different failures: ZeRO-3 loading index error vs FineGrainedFP8Config failure." + "reason": "Different advanced loading configs and different failures: ZeRO-3 Gemma3 index error vs Qwen3 MoE FineGrainedFP8Config error." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram int support and Gemma4 PLE device mismatch are unrelated MoE/device issues." + "reason": "Both are model-specific device/backend issues, but one is an MPS histogram limitation and the other is a Gemma4 device-map mismatch." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for a specific model is unrelated to flash-attn2 fallback gating." + "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing model class and bitsandbytes Int8Params incompatibility are unrelated." + "reason": "Importing a missing class and a bitsandbytes Int8Params constructor error are different failure classes." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading and GLM5 are different model-specific loading issues." + "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model families and failure modes: glm-4v-9b load failure vs Molmo tied-weights attribute error." + "reason": "Different model failures: glm-4v-9b load failure vs Molmo missing tied-weights metadata." }, { "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "Remote-code model breakage and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are different bugs." - }, - { - "left": "issue:45081", - "right": "issue:45399", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn2 fallback gating are unrelated." + "reason": "Remote_code regressions and Gemma4 device-map forward mismatches are unrelated." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Both are DeepSeek-related tokenizer regressions, but they point to different tokenizer classes and different concrete breakages." + "reason": "Tokenizer mapping-name bug and remote_code breakage are different code paths." }, { - "left": "issue:45520", - "right": "issue:43872", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Python 3.13 flash_attn import mapping and bitsandbytes Int8Params incompatibility are different dependency issues." + "reason": "Tokenizer regex patch crash vs flash-attn fallback gating; unrelated." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device-map mismatch are different model/backend bugs." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA portability across hf4.x/hf5.x and a warning about tie_word_embeddings are not the same issue." + "reason": "LoRA compatibility across HF versions and a tie_word_embeddings warning are not the same underlying issue." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error and flash-attn2 fallback checks are unrelated." + "reason": "MobileLLM key error and flash-attn fallback blocking are unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Generic remote_code breakage is broader, but not the same concrete tokenizer codec regression in Kimi-K2.5." + "reason": "Both are version-regression reports, but one is broad remote_code breakage and the other is a Kimi-K2.5 tokenizer codec/regex regression." }, { "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 hot paths." + "reason": "Both are tokenizer performance regressions, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and likely different loops." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "DeepSeek tokenizer regressions, but different underlying mechanics and affected model families; not safe to merge as duplicates." + "reason": "Both affect DeepSeek-family tokenization in v5, but one is a LlamaTokenizer pre-tokenizer override and the other is a DeepSeek-Coder output regression from an incomplete prior fix; not clearly one bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the single accepted soft pair is supported by the issue titles. The rejected soft-edge pairs are mostly conservative and do not overclaim duplication. Canonicalization toward issue 45920 is also reasonable given its broad tokenizer-regression scope." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1460,10 +1610,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:24643", "issue:30064", @@ -1520,9 +1670,9 @@ "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43792|issue:44220", - "issue:36331|issue:41093", "issue:43257|issue:45305", "issue:42947|issue:45923", + "issue:36331|issue:41093", "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43854|issue:44863", @@ -1532,11 +1682,11 @@ "issue:41553|issue:44488", "issue:24643|issue:30064", "issue:44863|issue:46402", - "issue:43596|issue:46515", "issue:44530|issue:44863", + "issue:43596|issue:46515", "issue:43366|issue:43828", - "issue:43638|issue:46515", "issue:45325|issue:45902", + "issue:43638|issue:46515", "issue:43366|issue:43531", "issue:45663|issue:45823", "issue:43716|issue:44560", @@ -1545,14 +1695,14 @@ "issue:43950|issue:45834", "issue:43824|issue:43957" ], - "prepared_review_unit_hash": "96938b5b195241df8920ba6d240af4828334a7800ff92747a2c54a05be61b88a", + "prepared_review_unit_hash": "814b5fea3b5841eead16dc33c21cccca4213149dbe0a76fb4ca32d6d12e32445", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, @@ -1567,192 +1717,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issue reports, with only a few strong duplicate pairs: docs cleanup for removed pipeline tasks, a repeated mask-shape IndexError, a shared `_is_hf_initialized` constructor incompatibility, and a Qwen video-input regression.", - "confidence": 0.84, - "canonical_issue_reason": "The set is heterogeneous, so there is no single perfect canonical issue for the whole cluster; if one anchor is needed, 41093 is the strongest because 44805 appears to repeat the same mask/index mismatch almost verbatim.", + "summary": "Mostly heterogeneous cluster with a few clear duplicate families: docs for removed pipeline tasks, the `_is_hf_initialized` loading regression, the mask-shape IndexError, Whisper feature-extraction failures, and a Qwen video-input regression. Most other soft pairs are only broadly related and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue fits the whole cluster well; the items split into several unrelated bug families, so canonicalization should be done within each duplicate pair/family rather than globally.", "canonical_pr_reason": null, - "best_issue_reason": "41093 is the clearest representative issue because it has a near-verbatim duplicate in 44805 and the error description matches closely.", + "best_issue_reason": "If one issue must anchor the cluster, 44479 is the best representative of a real duplicate family because it describes a concrete regression, names the affected version, and spans multiple affected Qwen video models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both say pipeline-task references for summarization/translation were left behind after v5 removals." + "reason": "Both are the same docs regression about v5 pipeline removals (summarization/translation), just phrased differently." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different bugs: tied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained()." + "reason": "Different bugs: one is Mistral3 lm_head tying in a multimodal model, the other is a generic from_pretrained non-persistent buffer corruption regression." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying incompatibility around unexpected `_is_hf_initialized` during model init/loading." + "reason": "Both center on the same `_is_hf_initialized` / `init_empty_weights` compatibility break, with the same kind of TypeError in model loading." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both are loading/config errors, but one is Qwen3Moe + FineGrainedFP8Config and the other is bitsandbytes `_is_hf_initialized` incompatibility." + "reason": "Both mention loading/compatibility problems, but one is Qwen3MoE FP8 configuration failure and the other is a bitsandbytes/_is_hf_initialized issue; different root causes." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Both involve Whisper/audio, but one is a model run failure and the other is a feature-extraction helper issue." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Unexpected `num_items_in_batch` in custom trainer is unrelated to the mask/tensor shape mismatch." + "accept": true, + "reason": "Both point to the Whisper audio feature-extraction path; the second is the specific `_torch_extract_fbank_features()` failure behind the broader 'can't run' report." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is gradient averaging with GAS." + "reason": "Both involve DeepSpeed, but one is missing weight conversion on load while the other is gradient averaging under GAS with `model_accepts_loss_kwargs=True`; not the same bug." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "PEFT LoRA gradient checkpointing behavior is unrelated to a missing `supports_gradient_checkpointing` flag." + "reason": "One is LoRA/gradient-checkpointing being ineffective, the other is a missing `supports_gradient_checkpointing` flag on a trust_remote_code model; related theme, different issue." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: an unexpected `compute_loss` keyword argument versus a tensor/mask shape mismatch IndexError." + }, + { + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading problems, but they affect different models and describe different failure modes." + "reason": "Both are tokenizer-loading problems, but they affect different models and describe different failures; too broad to merge." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Similar DeepSpeed ZeRO-3 symptoms, but they target different Qwen model families and different missing-weight paths." + "reason": "Similar DeepSpeed ZeRO-3 loading symptoms, but the affected Qwen model variants and failure scopes differ enough that they do not clearly describe the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures: GLM-4.7 unit test loading vs NemotronH checkpoint loading." + "reason": "Different model-loading problems for unrelated architectures (GLM-4.7-Flash vs NemotronH), so not the same underlying bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/SDPA fallback is unrelated to a flash_attention auxiliary-state crash." + "reason": "Distinct code paths: RLHF gradient explosion from Qwen3.5 position IDs versus a flash_attention crash on `s_aux=None`." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same error class and wording: mask length and indexed tensor length mismatch in the same shape/indexing code path." + "reason": "These are the same generic mask/tensor shape mismatch IndexError, with only the reported dimensions differing." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both report the same v5.3.0 Qwen VL video-input regression affecting video handling." + "reason": "Both describe the same Qwen VL video-input regression in transformers 5.3.0; one is the broad multi-model report and the other is a specific manifestation." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is a bad AutoTokenizer error message and the other is a different model load failure." - }, - { - "left": "issue:24643", - "right": "issue:30064", - "accept": false, - "reason": "Training with DeepSpeed and void segmentation map processing are unrelated." + "reason": "Different tokenizer/loading failures for different models; no clear shared underlying code-path bug." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "NemotronH checkpoint loading and Sam3Model text encoder weight loading are different model-specific issues." - }, - { - "left": "issue:43596", - "right": "issue:46515", - "accept": false, - "reason": "ZeRO-3 BertModel index-out-of-bounds is not the same as a general torch 2.4.1 incompatibility." + "reason": "Both are checkpoint-loading complaints, but for different model families and different failure modes." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated issues." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:43596", + "right": "issue:46515", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to a Phi MoE autocast dtype mismatch." + "reason": "A ZeRO-3 BertModel index error and a torch version incompatibility are not the same underlying bug." }, { - "left": "issue:43638", - "right": "issue:46515", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Both mention version/load issues, but they are different failures with different root causes." + "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL rope scaling and Qwen3_5Moe rotary embedding memory initialization are different bugs." + "reason": "Both mention rotary/position-related code, but one is a Qwen2.5-VL video/temporal scaling bug and the other is an uninitialized `inv_freq` materialization bug." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Different root causes: ZeRO-3 initialization on a non-pretrained Bert model versus a torch 2.4.1 incompatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but FSDP2 shared_kv_states reconstruction and device_map PLE mismatch are distinct problems." + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared-state KeyError and the other is a device-map mismatch during forward." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to the Qwen video StopIteration regression." + "reason": "Different bugs in different model families: Mistral-3 image-preprocessor dtype mismatch versus Qwen3-VL video StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are different audio bugs." - }, - { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "GGUF architecture support and missing Float8 storage support are unrelated." - }, - { - "left": "issue:43950", - "right": "issue:45834", - "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Audio-related, but one is track leakage in batched AudioFlamingo3 inference and the other is Whisper empty-transcription handling after `align_special_tokens`." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing class and broken loading under `torch.device('meta')` are different failure modes." + "reason": "ImportError for a missing Qwen2_5_VL class and meta-device loading breakage are distinct issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The anchored duplicates it names are well supported by the titles, especially 41093/44805 and 43872/44291. The Qwen video pair is a little broader, but still plausible from the available evidence and not overstated. No mergeability issue for the accepted pairs." + "feedback": "The summary is grounded in the packet and stays conservative about the cluster\u2019s heterogeneity. The accepted soft pairs are all plausibly same-family matches from the titles, and the rejected pairs avoid overclaiming. No mergeability or duplicate-family claim looks overstated from the available evidence." }, "evaluator_used": true, "retried": false, @@ -1768,10 +1894,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:36010", "issue:38175", @@ -1822,16 +1948,16 @@ "issue:46515" ], "soft_pairs": [ - "issue:44683|issue:46515", "issue:44560|issue:45685", "issue:42915|issue:43957", + "issue:44683|issue:46515", "issue:43645|issue:43646", "issue:43550|issue:44910", "issue:44560|issue:44918", "issue:42617|issue:43366", "issue:36010|issue:42915", - "issue:45823|issue:46515", "issue:45812|issue:46489", + "issue:45823|issue:46515", "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:38175|issue:43994", @@ -1852,211 +1978,216 @@ "issue:44960|issue:44977", "issue:45313|issue:45357", "issue:45507|issue:46468", - "issue:44488|issue:44991", - "issue:43644|issue:43645" + "issue:44488|issue:44991" ], - "prepared_review_unit_hash": "ca2a7aa4e2f5c0f4eec6b2e50be6b2bfbdaeff3e58377126a7a96387590627ed", + "prepared_review_unit_hash": "41a44b12be4c4a731099f1d2983c2703cdaa495dbebe90785c475856c1ca753b", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36460, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 31, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers regression issues. The only clearly supported duplicate pocket in this packet is the exact pair 43644\u219444534; the other soft links are mostly broad model-family or subsystem similarity and are too weak for conservative duplicate merging.", - "confidence": 0.75, - "canonical_issue_reason": "Issue 43644 is the strongest anchor because it has the clearest exact duplicate in the packet: 44534 reports the same non-persistent-buffer junk regression.", + "summary": "This cluster is mostly a mix of Transformers v5 regression reports around model loading, initialization, tokenizers, and device/offload behavior. Only a small number of pairs are true duplicates; most are thematically related but different bugs or model-specific failures.", + "confidence": 0.79, + "canonical_issue_reason": "`issue:43632` is the broadest and most central regression report in the set, covering a core v5 initialization break that many other loading/custom-model issues orbit around.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best representative of the cluster because it is a concrete Transformers v5 regression with an explicit exact duplicate, making it the cleanest dedupe anchor.", + "best_issue_reason": "`issue:43632` best represents the cluster because it captures the main shared theme: a foundational Transformers v5 loading/initialization regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44683", - "right": "issue:46515", - "accept": false, - "reason": "Both are torch-version incompatibility complaints, but they describe different failures and code paths." - }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and an MPS histogram error are unrelated bugs." + "reason": "Different models and failure modes: Qwen3-VL video StopIteration vs MoE MPS histogram error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading are distinct regressions." + "reason": "Both are loading/runtime regressions, but the root causes differ: Qwen3MoE FP8 config vs meta-device loading." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different compatibility problems tied to different torch versions; not the same bug." }, { "left": "issue:43645", "right": "issue:43646", - "accept": false, - "reason": "Both mention custom model initialization on v5, but the evidence is not strong enough to treat them as the same bug." + "accept": true, + "reason": "Same underlying custom-model initialization regression; one is just a Jupyter-specific description of the same breakage." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and different attention failures; not the same underlying issue." + "reason": "Different model/code paths: Bamba SDPA + torch.compile vs Qwen3.5 flash-attention packed-sequence handling." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video StopIteration and TRL embedding unpacking are different problems." + "reason": "Both mention embedding/video/training, but the failures are unrelated and on different code paths." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Run-script failure vs GGUF support request; same area only at a very broad level." + "reason": "No shared underlying bug; one is a script runtime failure, the other is GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 loading are unrelated." + "reason": "Import error for GenerationMixin is unrelated to Qwen3MoE FP8 loading." }, { - "left": "issue:45823", - "right": "issue:46515", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "Gemma4 device mismatch and a generic torch incompatibility are different bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:45823", + "right": "issue:46515", "accept": false, - "reason": "Tokenizer regressions, but for different model families and different failure modes." + "reason": "Gemma4 device mismatch and torch 2.4.1 incompatibility are distinct problems." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping logic and Gemma4 device mismatch are unrelated." + "reason": "Tokenizer-mapping edge case vs Gemma4 device placement issue; unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and mask-shape IndexError are different code paths." + "reason": "Video StopIteration and mask-shape IndexError are different bugs." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same SigLIP2 family, but the reports are not explicit duplicates and the symptoms differ." + "accept": true, + "reason": "Same SigLIP2 model family and same inference regression; the second report is a broader restatement of the same bad outputs." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized breakage and Kosmos2.5 OCR index error are separate issues." + "reason": "Core v5 initialization flag regression vs Kosmos2.5 long-OCR indexing error; not the same bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve stricter config loading, but for different models and different validation failures." + "reason": "Both are config-loading failures, but they involve different models and validation paths." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed zero3 Bert init and tokenizer-mapping logic are unrelated." + "reason": "DeepSpeed ZeRO-3 BERT index error is unrelated to the tokenizer-mapping failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3 Bert index error and tokenizer-mapping failure are different bugs." + "reason": "Same: zero-sized BERT/ZeRO-3 init bug vs tokenizer mapping bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure and tensor mask-shape mismatch are unrelated." + "reason": "Tokenizer-mapping failure and mask/tensor shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map offload/dequant loading and Strix Halo mmap OOM are different issues." + "reason": "Device-map offload load failure vs Strix Halo mmap OOM; different underlying causes." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both are SigLIP2-related, but the packet does not show clear duplicate evidence." + "reason": "Same model family, but one is incorrect inference outputs and the other is a documentation/example issue." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are separate bugs." + "reason": "Qwen3-MoE hf4\u2192hf5 LoRA incompatibility and BitNet packed-weight loading are different problems." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact duplicate: both report the same Transformers v5 non-persistent-buffer junk regression." + "reason": "Clear duplicate: both reports say non-persistent buffers are filled with junk in Transformers v5." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Qwen3Moe FP8 failure are different regressions." + "reason": "Different Qwen3 failures: device-mapping cuda assert vs FineGrainedFP8Config." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + "reason": "FP8 config failure and mmap OOM are unrelated." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA compatibility and Gemma4 token-embedding resize behavior are unrelated." + "reason": "LoRA model compatibility and Gemma4 embedding resizing are separate issues." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Checkpoint dtype handling and stale config.dtype after from_config are different bugs." + "reason": "Both involve dtype handling, but one is checkpoint loading and the other is from_config initialization." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Two load failures, but for different models and likely different root causes." + "reason": "Both are model-loading complaints, but they are for different repositories and no shared root cause is evident." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading regressions affecting different models." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different issues." + "reason": "GLM5 and Qwen3.5 flash-attention issues are distinct." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but ZeRO-3 weight loading and save_pretrained key corruption are different problems." + "reason": "Qwen3.5 ZeRO-3 load failure and visual-encoder save_pretrained regression are different code paths." }, { "left": "issue:45507", @@ -2065,25 +2196,19 @@ "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." }, { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Tokenizer loading failures, but for different models and likely different causes." - }, - { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "Both are Transformers v5 regressions, but the specific failure modes differ." + "reason": "Both are tokenizer bugs, but different model families and likely different fixes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary overstates the evidence in a few places. The packet clearly supports the exact duplicate pocket `issue:43644` \u2194 `issue:44534`, but it does not clearly support calling the Qwen3.5 flash-attention items a true duplicate pocket, since the only Qwen3.5-related pair shown (`issue:44910` \u2194 `issue:44977`) was rejected. Also, some accepted soft-edge calls (especially the SigLIP2 ones) rest only on broad model-family/title similarity rather than explicit duplicate evidence, which is not conservative enough for this pass. The overall heterogeneity claim is grounded, but the duplicate-pocket summary needs to be tighter." + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative: it frames the cluster as a loose group of Transformers v5 loading/initialization/tokenizer/device regressions rather than overclaiming a single root cause. The duplicate/near-duplicate judgments are also cautious and plausible from the issue titles alone." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2096,10 +2221,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:36010", "issue:39404", @@ -2113,6 +2238,8 @@ "issue:43404", "issue:43425", "issue:43454", + "issue:43644", + "issue:43645", "issue:43708", "issue:43854", "issue:43856", @@ -2129,7 +2256,6 @@ "issue:44402", "issue:44488", "issue:44756", - "issue:44863", "issue:44910", "issue:44912", "issue:44960", @@ -2141,17 +2267,16 @@ "issue:45488", "issue:45588", "issue:45663", - "issue:45685", "issue:45704", "issue:45759", "issue:45812", "issue:45823", "issue:45859", - "issue:46050", - "issue:46468" + "issue:46050" ], "soft_pairs": [ "issue:43708|issue:44075", + "issue:43644|issue:43645", "issue:43856|issue:43873", "issue:39692|issue:43994", "issue:43856|issue:44387", @@ -2168,8 +2293,8 @@ "issue:43425|issue:43957", "issue:44402|issue:44488", "issue:43873|issue:44387", - "issue:43404|issue:43454", "issue:42947|issue:45704", + "issue:43404|issue:43454", "issue:41720|issue:44155", "issue:39692|issue:44960", "issue:45663|issue:45759", @@ -2182,252 +2307,241 @@ "issue:43957|issue:44756", "issue:43335|issue:45663", "issue:42947|issue:43381", - "issue:44863|issue:46468", - "issue:45276|issue:45292", - "issue:45685|issue:46468" + "issue:45276|issue:45292" ], - "prepared_review_unit_hash": "88804d478ae864a72f32c8fc9267d6c2683afbb3e5e3f112f84a00182cc26198", + "prepared_review_unit_hash": "57a3e8ddf496c902a554a57fad265a4a772fd5e927a974d682c5b9fd31b89f06", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37953, - "estimated_input_tokens": 9489, - "estimated_eval_tokens": 19234 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37135, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers issues; only a couple of soft pairs look like genuine duplicates. The strongest overlap is the resize_token_embeddings propagation bug, plus a likely tokenizer/vocab-size loading regression for closely related models.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45276 is the best canonical for the resize_token_embeddings regression because it describes the most complete symptom set and explicitly covers the affected embedding/output paths.", + "summary": "These issues are mostly unrelated standalone regressions across different models/features. There is one close thematic pair around `resize_token_embeddings`, but not enough evidence to treat any soft edge as the same underlying bug. If a single representative is needed, issue 45276 is the clearest candidate.", + "confidence": 0.66, + "canonical_issue_reason": "No strong cluster-wide canonical exists; issue 45276 is the most concrete and representative regression report, and it is the closest to another item in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the clearest representative of a real duplicate subcluster and has the broadest, most actionable description among the near-matches.", + "best_issue_reason": "Issue 45276 is the best representative because it describes a precise, actionable bug with model-specific symptoms and the strongest near-duplicate signal in the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different subsystems: checkpoint resume step counting vs optimizer argument handling." + "reason": "Different bugs: trainer checkpoint resume/max_steps math vs SGD optimizer arguments being ignored." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but they affect different behaviors and code paths: non-persistent buffers vs notebook custom model init." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention Qwen3/quantization, but the failures are different: memory use during training vs offloading behavior." + "reason": "Both mention memory concerns, but one is Qwen3 MoE training efficiency and the other is quantization offloading; not the same bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a doc example/quantization problem and the other is bad outputs in AutoModel/pipeline; not the same bug." + "reason": "Same model family, but one is broken docs/example code and the other is incorrect runtime outputs with AutoModel/pipeline." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training memory and the other is int4 quantization reserved-memory/OOM behavior." + "reason": "Different underlying problems: Qwen3 MoE training memory efficiency vs int4 quantization OOM from reserved CUDA memory." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different loading failures: GLM-4.7-Flash test loading vs Qwen3-VL shape mismatch." + "reason": "Different load failures affecting different models and root causes; not the same concrete bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE deepspeed/accelerate loading issue is unrelated to GLM-4.7-Flash unit-test loading." + "reason": "Qwen3 MoE deepspeed/accelerate conversion bug is unrelated to a unit-test model loading mismatch." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA qwen3_moe hf4.x vs hf5.x compatibility is unrelated to resize_token_embeddings on output embeddings." + "reason": "LoRA compatibility across hf versions is unrelated to `resize_token_embeddings` not updating output embeddings." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different bug classes: LoRA checkpoint compatibility vs model shape mismatch on load." + "reason": "Different issues: LoRA model reuse across versions vs Qwen3-VL shape mismatch on load." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 generic issue vs sinq save/load corruption are not the same failure." + "reason": "Both concern model/quantization loading, but one is a GLM5 issue and the other is save/load corruption for sinq-quantized models." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but the affected model families and root causes differ." + "reason": "Tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/from_pretrained extra_state handling is unrelated to init_empty_weights argument compatibility." + "reason": "Both involve loading/saving, but one is extra_state serialization and the other is `init_empty_weights` passing an unexpected init arg." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different code paths." + "reason": "Different failures: chat invocation crash for Qwen3.5-35B vs Gemma4Processor missing `_tokenizer` in serve." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Similar symptom, but different model architectures and different embedding locations; not clearly the same underlying bug." + "reason": "Very similar symptom, but different model architectures and affected embedding targets; not enough evidence for one shared concrete bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-Attn illegal memory access on Qwen3.5 is unrelated to s_aux=None in sink-less models." + "reason": "Different flash-attention crashes with different triggers: packed-sequence misinterpretation vs `s_aux=None` handling." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading breakage are separate issues." + "reason": "General incompatibility reports, but one is torch version support and the other is meta-device loading breakage." }, { "left": "issue:44402", "right": "issue:44488", - "accept": true, - "reason": "Both point to the same tokenizer/vocab-size loading regression for the same model family, with special tokens outside vocab size preventing load." + "accept": false, + "reason": "Both are token/vocab-related, but one is a tokenizer vocab-size mismatch and the other is a model loading regression for a specific checkpoint." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading behavior and reserved-memory/OOM are related only broadly, not the same bug." + "reason": "Both mention memory/OOM, but one is quantization offloading behavior and the other is increased reserved memory under int4 quantization." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both are weight-tying problems, but they affect different model implementations and likely different fix paths." + "reason": "Gradient checkpointing behavior is unrelated to the Apex RMSNorm memory leak in T5." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Gradient checkpointing behavior is unrelated to T5 using apex.FusedRMSNorm." + "reason": "Both are weight-tying problems, but they affect different models and different generation pipelines." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token leakage." + "reason": "Unrelated bugs: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference token/embedding leak." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc/model issues are unrelated to GLM5." + "reason": "Different model/documentation problems: SigLIP2 docs errors vs GLM5 loading/model issue." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen3.5 multimodal text_config unwrapping." + "reason": "Different composite-model bugs: Gemma4 FSDP2 attention state handling vs Qwen 3.5/3.6 `from_config` text_config unwrapping." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and mmap/OOM on Strix Halo are different bugs." + "reason": "Different meta/init loading failures; one is `_is_hf_initialized` argument handling, the other is mmap/OOM on Strix Halo." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + "reason": "Unrelated import failure and Whisper pipeline regression; no shared code-path bug." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention state handling is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload." + "reason": "Both concern Qwen/Gemma model internals, but they are different bugs in different subsystems: FSDP2 attention state vs CPU offload rotary embedding." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different memory issues with different triggers: int4 quantization vs mmap on Strix Halo." + "reason": "Different OOM causes and fixes: quantization reserved-memory growth vs disabling mmap on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both involve quantized models, but the model families and failure modes differ." + "reason": "Different quantization/load issues for different models; not the same underlying defect." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 cross-track leakage is unrelated to Gemma4 PLE device placement." + "reason": "Audio batching leak is unrelated to Gemma4 PLE device-mismatch during auto device mapping." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is not the same as mmap-related OOM." + "reason": "Different loading regressions: meta-device model loading vs mmap-induced OOM." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 training KeyError." + "reason": "SwitchTransformers config bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as gradient checkpointing being disallowed in eval mode." - }, - { - "left": "issue:44863", - "right": "issue:46468", - "accept": false, - "reason": "NemotronH checkpoint-loading failure and the official example being broken are related only at a high level, not the same concrete bug." + "reason": "Both involve gradient checkpointing, but one is ineffective under LoRA and the other is disallowed in eval mode." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug: the output embeddings are not updated correctly." - }, - { - "left": "issue:45685", - "right": "issue:46468", "accept": false, - "reason": "MPS histogram on Int in moe code is unrelated to Nemotron example loading." + "reason": "Closely related symptom, but the affected model hooks differ enough that this is safer as a related report, not a duplicate." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted soft pairs are well-supported by their titles/body summaries, and the rejected pairs are not overclaimed. The summary also matches the evidence level: mostly unrelated issues, with a small resize_token_embeddings duplicate subcluster and a likely tokenizer/vocab-size loading regression." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2439,14 +2553,13 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:39404", "issue:42796", - "issue:43299", "issue:43381", "issue:43425", "issue:43611", @@ -2458,10 +2571,7 @@ "issue:43854", "issue:43901", "issue:43906", - "issue:43931", "issue:43957", - "issue:43994", - "issue:44079", "issue:44164", "issue:44265", "issue:44402", @@ -2473,6 +2583,7 @@ "issue:44683", "issue:44756", "issue:44805", + "issue:44863", "issue:44877", "issue:44898", "issue:44912", @@ -2485,15 +2596,19 @@ "issue:45588", "issue:45663", "issue:45684", + "issue:45685", "issue:45698", "issue:45701", "issue:45812", "issue:45823", "issue:46315", "issue:46326", + "issue:46468", "issue:46491" ], "soft_pairs": [ + "issue:44863|issue:46468", + "issue:45685|issue:46468", "issue:44479|issue:44877", "issue:44164|issue:44756", "issue:43381|issue:44928", @@ -2502,8 +2617,8 @@ "issue:45588|issue:45663", "issue:42796|issue:46326", "issue:43646|issue:43708", - "issue:43828|issue:43957", "issue:45292|issue:45335", + "issue:43828|issue:43957", "issue:43645|issue:44164", "issue:44402|issue:44451", "issue:43425|issue:43828", @@ -2514,238 +2629,236 @@ "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:45823", - "issue:43425|issue:43716", "issue:44530|issue:45084", + "issue:43425|issue:43716", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43906|issue:44530", "issue:44265|issue:44898", "issue:43901|issue:44509", "issue:43425|issue:44918", - "issue:39404|issue:44912", - "issue:43994|issue:44079", - "issue:43299|issue:43931" + "issue:39404|issue:44912" ], - "prepared_review_unit_hash": "78509f73fcb0b4494d8cdd8320731074a6115898694ba941d880fe8839b7d1a2", + "prepared_review_unit_hash": "3d00773e8a05a3322f2374be2debd147854c8f83fc82515defcde678c233e835", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37084, - "estimated_input_tokens": 9271, - "estimated_eval_tokens": 18798 + "serialized_chars": 36462, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose v5 regression cluster around model/tokenizer save-load behavior, not one single bug. Only a couple of pairs look like true duplicates; most others are related at the subsystem level but distinct enough to keep separate.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45698 is the best umbrella for the dominant custom-model save/load regression theme: it is current, has the most discussion, and captures the broad from_pretrained/save_pretrained failure mode that overlaps with several nearby reports.", + "summary": "This cluster is mostly heterogeneous: several unrelated Transformers regressions are grouped by broad similarity, not by a single underlying bug. Only one soft pair looks like a true duplicate (the resize_token_embeddings/output embedding issue).", + "confidence": 0.55, + "canonical_issue_reason": "Issue 45698 is the strongest representative of the custom-model save/load regression subgroup: it is open, concrete, and has the clearest end-user impact after save_pretrained/from_pretrained. That said, the overall cluster is mixed, so it is only a partial canonical fit.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest representative issue overall because it describes a concrete, broad save/load regression with custom modules and has the most obvious potential to subsume adjacent reports in this cluster.", + "best_issue_reason": "Issue 45698 is the best standalone issue in this set because it is specific, actionable, and has the most discussion around a reproducible custom-module loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but one is checkpoint loading failure while the other is a broken example; not the same concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "Different failure modes: MPS histogram error in MoE vs Nemotron example breakage." + }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are v5-related model bugs, but one is a video-input regression for Qwen VL families and the other is a strict-config loading failure for granite_speech; different code paths and fixes." + "reason": "Video-input regression and strict-config loading are unrelated code paths." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap/OOM are unrelated; no shared underlying bug." + "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap for OOM." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode vs RLHF NaN explosion from 3D position_ids are distinct training-time issues." + "reason": "Gradient checkpointing eval-mode error is not the same bug as Qwen3.5 RLHF NaN from 3D position_ids / SDPA fallback." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Both are loading regressions, but GLM-4.7-Flash test loading and Qwen3.5 checkpoint save correctness are different model-specific problems." + "reason": "Model-load unit-test failure and Qwen3.5 save_pretrained regression are different issues." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is a permissions/read-only propagation issue during save_pretrained; the other is wrong custom-module resolution after save/load." + "reason": "Both involve custom model save/load, but one is read-only permission propagation and the other is loading the wrong custom module." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are separate failures in different components." + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states bug are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and mistral_common continue_final_message are different tokenizer behaviors, not the same bug." + "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are different tokenizer bugs." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization and Trainer resume_from_checkpoint max_steps calculation are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Both mention dtype problems, but autocast mismatch and meta-device loading failures are different mechanisms and fixes." + "reason": "Custom model initialization in notebooks and checkpoint-resume max_steps calculation are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings bug: both reports say the resized embeddings are not propagated to the relevant output/decoder embedding weights." + "reason": "Same underlying resize_token_embeddings bug: one is the generic output-embedding propagation failure, the other is the T5Gemma-specific decoder.embed_tokens manifestation." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device-related, but one is autocast mismatch on a specific model and the other is meta-device loading; not the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load handling are different regressions." + "reason": "Jupyter custom-model initialization and extra_state save/load failure are separate regressions." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for pad/unk and failure to load a specific model are not the same underlying issue." + "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are not the same underlying problem." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is broader dependency breakage; the other is an autocast dtype mismatch on a specific model." + "reason": "Torch version incompatibility and autocast dtype mismatch are too broad and do not point to one shared fix." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM mitigation." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token-ID regression and convert_tokens_to_ids slowdown are both tokenizer-related but different bugs: correctness vs performance." + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are distinct tokenizer regressions." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip correctness bug are distinct." + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip regression are different bugs." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are separate code paths." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map mismatch are separate code paths." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage and generic tokenization changes across versions are not the same concrete bug." + "reason": "Whisper pipeline return_language breakage and version-dependent tokenization changes are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern custom-model loading/init after v5, but one is base_model_prefix loading and the other is notebook-defined model initialization; too different to merge." + "reason": "base_model_prefix loading failure and notebook custom-model initialization failure are different custom-model regressions." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility breakage and Gemma4 device-map forward mismatch are not the same issue." + "reason": "Generic torch incompatibility and Gemma4 PLE device mismatch are not the same issue." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as Mistral-3 image-preprocessor/model dtype mismatch." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are different failures." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Qwen3.5 linear_attention group-type crash and non-template-node compile error are different compiler/runtime failures." + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen VL models and mask-shape IndexError are unrelated." + "reason": "Video-input regression and attention-mask shape mismatch are different bugs." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and compile non-template nodes are separate errors." + "reason": "Float8 storage lookup and template-node compilation errors are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of an older issue and Qwen3.5 PagedAttentionCache crash are not the same bug." + "reason": "Isolated repro of a prior issue and a PagedAttentionCache crash are not the same concrete bug." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/export with torch_compilable_check and Perceiver non-default-res image classification failure are different model/export problems." + "reason": "torch.export / torch_compilable_check failure and Perceiver interpolation bug are different model/export paths." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is return_all_scores wording and the other is removed pipeline task documentation; not the same change." + "reason": "Docs mismatch for return_all_scores is not the same as docs still mentioning removed pipeline tasks." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 input-embedding unpacking with TRL are different failures." + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are unrelated." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "Siglip2 wrong results and ModelOutput key assignment are different bugs." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": false, - "reason": "Both are Qwen3-VL loading failures, but one is a MoE loading breakage and the other is a weight-shape mismatch; too specific to treat as duplicates." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the canonical choice is supported by the cluster metadata, and the soft-edge calls are mostly conservative. The single accepted duplicate pair (45292/45335) looks justified from the titles, while the rest are reasonably kept separate." + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being heterogeneous. The one accepted soft pair (45292/45335) looks like the clear same-bug resize_token_embeddings duplication, and the other rejections do not overstate equivalence." }, "evaluator_used": true, "retried": false, @@ -2761,10 +2874,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:32090", "issue:34567", @@ -2772,9 +2885,9 @@ "issue:39404", "issue:40444", "issue:40990", - "issue:42175", "issue:42796", "issue:42915", + "issue:43299", "issue:43404", "issue:43421", "issue:43452", @@ -2785,10 +2898,12 @@ "issue:43632", "issue:43643", "issue:43644", - "issue:43646", "issue:43716", "issue:43856", "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", "issue:44164", "issue:44451", "issue:44462", @@ -2800,38 +2915,37 @@ "issue:44683", "issue:44737", "issue:44756", - "issue:44811", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45584", "issue:45759", "issue:45859", "issue:46050", - "issue:46178", "issue:46285", "issue:46326", "issue:46402", "issue:46489" ], "soft_pairs": [ + "issue:43994|issue:44079", + "issue:43299|issue:43931", "issue:44671|issue:44991", "issue:36032|issue:43452", - "issue:44164|issue:45759", "issue:46050|issue:46326", - "issue:43596|issue:44683", + "issue:44164|issue:45759", "issue:43906|issue:46326", + "issue:43596|issue:44683", "issue:44991|issue:45081", "issue:43856|issue:44756", "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:44488|issue:44987", - "issue:42796|issue:43404", - "issue:44661|issue:44683", "issue:44462|issue:46489", + "issue:42796|issue:43404", "issue:43611|issue:43644", "issue:39404|issue:44671", + "issue:44661|issue:44683", "issue:44737|issue:45859", "issue:32090|issue:39404", "issue:43716|issue:45084", @@ -2839,229 +2953,220 @@ "issue:36032|issue:42915", "issue:43582|issue:43632", "issue:43643|issue:44530", - "issue:44451|issue:44987", "issue:40990|issue:43421", + "issue:44451|issue:44987", "issue:43541|issue:45084", "issue:42915|issue:44530", - "issue:34567|issue:40444", - "issue:42175|issue:46178", - "issue:43644|issue:43646", - "issue:44811|issue:45584" + "issue:34567|issue:40444" ], - "prepared_review_unit_hash": "be0746636066d1a2a885a59a3d29352ac38136dec5d78792e2e75ad106b6ea81", + "prepared_review_unit_hash": "99aa8c9fc4f54544bf73c8a63bbbff27fb02973185bc012000155b47f498b153", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37041, - "estimated_input_tokens": 9261, - "estimated_eval_tokens": 18778 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly a loose pile of unrelated Transformers v5 regressions, tokenizer/model-loading bugs, and a few performance/runtime edge cases. I did not find any soft pair that clearly shares the same underlying fix, so all soft edges are rejected.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43611 is the broadest and most representative v5 compatibility regression in the set, but it is still only a weak anchor because the cluster is not a true duplicate group.", + "summary": "This cluster is heterogeneous: the items are mostly unrelated model-specific regressions, tokenizer bugs, loading issues, and training/runtime failures. The soft-similarity pairs mostly share broad vocabulary or subsystem names, but not the same underlying bug, so none should be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues span unrelated root causes across different models, tokenizers, loading paths, and runtime features.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best global issue to anchor on because it is user-facing, broad, and about a core v5 loading breakage; the rest of the cluster is too heterogeneous to serve as a stronger canonical.", + "best_issue_reason": "No issue is a good global representative because there is no coherent duplicate set here\u2014each report appears to be a distinct bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Both are inference/output bugs, but one is about SigLIP2 producing nonsense via AutoModel/pipeline and the other is ModelOutput key handling when a previous value was None." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but they describe different failure modes: one is a v5 breakage for Qwen3VL MoE models, the other is a weight-shape mismatch for Qwen3-VL-30B." + }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-load regressions in v5, but they affect different models and failure modes: CamemBERT MLM prediction quality vs loading EMBEDDIA/est-roberta tokenizer." + "reason": "Different bugs in different models: CamemBERT masked-LM predictions versus tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "One is a T5 tokenizer method-name conflict; the other is a gguf_file loading regression for AutoTokenizer/AutoModelForCausalLM. Different code paths." - }, - { - "left": "issue:44164", - "right": "issue:45759", - "accept": false, - "reason": "save/from_pretrained extra_state handling is a serialization bug, while the Qwen multimodal issue is about from_config unwrapping text_config." + "reason": "One is a T5 tokenizer method-name conflict; the other is a gguf_file loading regression in AutoTokenizer/AutoModel." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption via sinq is unrelated to Whisper tokenizer continue_final_message behavior." + "reason": "Quantized save/load corruption with sinq is unrelated to the mistral_common tokenizer bug in continue_final_message." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel initialization and torch>=2.9 flex_attention compilation are separate runtime failures." + "reason": "save/from_pretrained extra_state handling is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config in composite Qwen multimodal configs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same bug as the mistral_common continue_final_message regression." + "reason": "The first is an isolated reproduction of a separate issue; the second is a tokenizer behavior bug in mistral_common." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error and compiled flex_attention failures on torch>=2.9 are different code paths and root causes." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both concern tokenizer loading, but one is a model-specific tokenizer load failure and the other is a Mistral regex patch crash with a different root cause." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash involving backend_tokenizer." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Memory inefficiency in Qwen3 MoE training is unrelated to disabling mmap on Strix Halo to avoid OOM." + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM avoidance are different performance/memory issues." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization extra_state handling and the v5.3 video-input regression hit different model paths and symptoms." + "reason": "extra_state save/load behavior is unrelated to the v5 video-input regression affecting Qwen VL models." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading sleng-bert and crashing in _patch_mistral_regex are different tokenizer issues." + "reason": "Loading cjvt/sleng-bert failing is a separate tokenizer/model-loading problem from the Mistral regex backend_tokenizer crash." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "These are both loading-related, but they affect different repositories/models and do not indicate the same underlying tokenizer bug." + "reason": "These are different loading failures for different repositories; they do not indicate the same bug." }, { - "left": "issue:42796", - "right": "issue:43404", - "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3 are distinct defects." - }, - { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Model registration in TOKENIZER_MAPPING_NAMES has nothing to do with flex_attention compilation on torch>=2.9." + "reason": "Ignoring tokenizer.json in AutoTokenizer is a different issue from DeepSeek-Coder v1 producing incorrect output due to a v5 tokenizer regression." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are both tokenizer regressions, but the titles point to different failure mechanisms and fixes." + "reason": "A tokenizer BPE-marker bug and a tied-weight bug in Mistral3ForConditionalGeneration are unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different bugs." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk initialization are separate v5 regressions." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language pipeline behavior and CamemBERT masked LM predictions are unrelated model-specific bugs." + "reason": "Whisper return_language regression and CamemBERT masked-LM prediction errors are entirely different model-specific issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like failing on TOKENIZER_MAPPING_NAMES is unrelated to a torch 2.9 flex_attention compilation failure." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU placement in XLNet relative positional encoding and Qwen3_5Moe CPU-offload incompatibility are different implementation issues." + "reason": "Both mention device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding CPU offload compatibility are different bugs." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language regression are unrelated." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral3 image-preprocessor dtype mismatch and a compile-time template-node TypeError are not the same bug." + "reason": "Mistral-3 image preprocessor/model dtype mismatch is unrelated to the 'non template nodes' compilation TypeError." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder weights not loading are separate model-serialization issues." + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder weights not loading are distinct model-loading regressions." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "A T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are completely different subsystems." + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated bugs." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated v5 runtime problems." + "reason": "AppleSilicon caching_allocator_warmup TypeError and the broken _is_hf_initialized flag concern different subsystems." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code AutoConfig field loss and Qwen3.5 PagedAttentionCache group-type errors are different failure modes." + "reason": "trust_remote_code AutoConfig field loss is unrelated to PagedAttentionCache crashing on Qwen3.5 linear_attention groups." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are separate model-specific tokenizer/load regressions." + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are not the same underlying bug." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "High perplexity on a model benchmark and runtime post-processor updates for special tokens are unrelated." + "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are separate model-specific regressions." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing on Mixtral and a template-node compilation error are distinct compile/runtime issues." + "reason": "Grouped_mm torch dynamo tracing errors in Mixtral are unrelated to the template-node compilation TypeError." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config training failure and PagedAttentionCache linear_attention crash in Qwen3.5 are different bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are distinct Qwen3-family bugs." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "num_input_tokens_seen not updating in TrainerState is unrelated to iterable-dataset multi-image fine-tuning failure." - }, - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "Missing tensorflow in a torch extra and an undefined tensorflow_text backend mapping are separate packaging/backend problems." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Non-persistent buffer junk and custom model initialization breakage are both v5 init regressions, but the concrete code paths differ." - }, - { - "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 different tokenizer/generation bugs." + "reason": "TrainerState token counting not updating and Qwen2.5-VL iterable-dataset multi-image finetuning failure are different training issues." } ] }, @@ -3080,15 +3185,16 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:28530", "issue:34567", "issue:36032", "issue:40444", + "issue:42175", "issue:42915", "issue:43089", "issue:43262", @@ -3099,6 +3205,7 @@ "issue:43452", "issue:43482", "issue:43540", + "issue:43644", "issue:43645", "issue:43646", "issue:43742", @@ -3115,39 +3222,41 @@ "issue:44451", "issue:44464", "issue:44466", - "issue:44479", "issue:44488", "issue:44534", "issue:44589", "issue:44610", - "issue:44683", + "issue:44811", "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45216", "issue:45325", - "issue:45357", "issue:45507", + "issue:45584", "issue:45987", + "issue:46178", "issue:46326" ], "soft_pairs": [ + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44811|issue:45584", "issue:44206|issue:44220", - "issue:43883|issue:44488", "issue:40444|issue:46326", + "issue:43883|issue:44488", "issue:36032|issue:43645", "issue:43452|issue:43482", - "issue:45084|issue:45507", "issue:43317|issue:43482", + "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:43262|issue:43377", - "issue:43646|issue:44534", "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:44464|issue:45987", "issue:44403|issue:45081", "issue:42915|issue:45084", - "issue:44464|issue:45987", "issue:43645|issue:44534", "issue:43883|issue:44991", "issue:43404|issue:44466", @@ -3160,246 +3269,243 @@ "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:44265|issue:44610", - "issue:36032|issue:43742", - "issue:44220|issue:44683", "issue:43089|issue:45987", + "issue:36032|issue:43742", "issue:44062|issue:44987", - "issue:42915|issue:44589", - "issue:45216|issue:45357", - "issue:44479|issue:45325" + "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "8e39e1369bd218d793fd9ee4d0f1b14d7ee2c5d03fc8ba54cdc35d08c7917bbe", + "prepared_review_unit_hash": "bd09a5021d392c90ac1e274b079352f4174142d9889b1aba1253f83aab4df818", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37145, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "serialized_chars": 37672, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated issue reports. The clearest duplicate clusters are Qwen3.5 `save_pretrained` regressions, GGUF loading breakage, and possibly the audio fbank extraction crash; everything else looks distinct.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45216 is the cleanest anchor: it describes the core Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a later follow-up on the same incorrect saved checkpoint/visual-encoder-key problem.", + "summary": "This batch is mostly heterogeneous and does not form one duplicate cluster. Only the GGUF loading regression pair (43452/43482) looks like the same underlying bug; the other soft edges are different symptoms or code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the full batch; if one representative is needed, issue 43452 is the broad GGUF-loading regression and the best match for the only clear duplicate pair (with 43482).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest global representative: a concrete regression with a clear version boundary and a directly related later report, making it the best canonical issue for this set.", + "best_issue_reason": "Issue 43452 is the best issue representative because it describes the broader `gguf_file` / `from_pretrained` loading failure that subsumes the more specific Qwen2.5-GGUF report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction failure around `_torch_extract_fbank_features`/`center` handling." + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend packaging, but one is about `.[torch]` missing TensorFlow and the other about an unsupported `tensorflow_text` backend; different failures." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "`non-persistent buffers` corruption and `custom model initialization` are different v5 regressions with different failure modes." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper/tokenization related, but one is `batch_decode(skip_special_tokens)` and the other is empty transcription after `align_special_tokens`; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Different models and failure modes; both are load errors but not the same underlying bug." + "reason": "Both touch audio feature extraction, but one is an unsupported `center` argument regression and the other is a different `_torch_extract_fbank_features()` issue." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different subsystems: multimodal iterable-dataset batching vs mistral_common chat template handling." + "reason": "Qwen3OmniMoe video-input handling and Mistral-common `continue_final_message` are unrelated code paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` in Molmo and a specific model load failure for `cjvt/sleng-bert` are not the same underlying defect." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer constructor conflict vs custom model init breakage; unrelated code paths." + "reason": "A tokenizer class-name conflict and a custom-model-in-notebook initialization regression are different problems." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both describe the same GGUF/from_pretrained loading regression in v5, with 43482 being a model-specific manifestation." + "reason": "Both report the same GGUF loading regression in transformers v5: `gguf_file` / `from_pretrained` loading breaks for GGUF models." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Unrelated errors: template compilation vs GraniteMoEHybrid invalid method call." + "reason": "`device_map=auto` offload/dequantized-model loading is a different failure from the GGUF loader regression." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Different loading paths: device_map/offload dequantization vs GGUF model loading." + "reason": "Template-compilation failure and GraniteMoEHybrid invalid-method calls are unrelated bugs." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both fail on v5, but the affected artifacts and likely root causes differ." + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/model compatibility paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate bug vs MIMI encoder padding-mask bug." + "reason": "Sampling-rate defaulting and batched-vs-single MIMI encoder mismatch are different audio-processing bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech and `continue_final_message` for mistral_common tokenizers are unrelated." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init breakage and non-persistent buffer serialization are different issues." + "reason": "Custom-model initialization breakage and non-persistent-buffer junk are different v5 regressions." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "PEFT/local checkpoint loading vs mistral_common chat template behavior." + "reason": "Chunked generation with compiled forward and `StaticCache.get_seq_length()` returning a tensor are distinct issues." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash; not the same bug." + "reason": "General loading noise and a Mistral regex patch crash are not the same bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and non-template-node compile error are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation inconsistency and `StaticCache.get_seq_length()` contract mismatch are distinct." + "reason": "FineGrainedFP8Config failure and template-node compilation failure are unrelated." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization vs buffer serialization corruption; no shared code-path evidence." + "reason": "Notebook-specific custom-model initialization and non-persistent-buffer junk are different regressions." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different load failures for different artifacts." + "reason": "Molmo weight-key handling and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Tied-weight bug in one model vs device-dependent serialization of `lm_head.weight`; related theme, different defect." + "reason": "Missing `lm_head` weight tying in Mistral3 and device-dependent serialization of `lm_head.weight` are related broadly, but not the same concrete bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both involve vision models, but one is wrong outputs and the other is incorrect processor image size." + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo image-size mismatch are different model/processor issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen regressions: hidden-states output vs rope index temporal scaling." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different model-specific numerical mismatches; no clear common bug." + "reason": "Padding-mask batch inconsistency in MIMI and DAC `from_latents` mismatch due to missing STE are different code paths." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping/eval metric handling vs token-count tracking are unrelated trainer bugs." + "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated Trainer issues." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model loading failures with different mechanisms." + "reason": "A specific model load failure and a Mistral regex patch crash are not the same underlying defect." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segfault loading Llava Next vs video-input ValueError in Qwen3OmniMoe; distinct bugs." + "reason": "Llava Next loading segfaults and Qwen3OmniMoe video input validation are different multimodal failures." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failure surfaces: model loading for one repo vs Mistral tokenizer regex patching." + "reason": "A GGUF/model-loading regression and a Mistral tokenizer regex crash are unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and `init_empty_weights` argument mismatch are separate issues." + "reason": "FineGrainedFP8Config and `init_empty_weights` receiving `_is_hf_initialized` are different initialization/configuration bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure vs image preprocessing size mismatch." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "Tokenizer special-token conflict vs key error loading a specific model." + "reason": "`torch.export.export` failing on `torch_compilable_check` and OmDet-Turbo processor output size are unrelated." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Audio fbank extraction issue vs compiled flex_attention on newer torch; unrelated." + "reason": "Generation GPU-sync overhead and a cache-length return-type bug are different performance/API issues." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Generation performance overhead vs cache-length return-type bug." + "reason": "Tokenizer class-method conflict and key error loading MobileLLM-125M are not the same bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict vs model loading failure for a specific repo." + "reason": "`AddedToken(special=...)` argument conflict and a model-loading regression for a different repository are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different bugs: FP8 config handling vs missing Float8 storage type." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a later report of the same incorrect saved visual encoder keys." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen multimodal regressions, but one is video-input handling and the other is still-image position-id scaling." + "reason": "FineGrainedFP8Config failure and missing Float8 storage object are different low-level errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative on the soft edges. The three accepted pairs all look plausibly like the same bug class from the packet titles, and the rejected pairs are cautious rather than overreaching. The summary also stays modest by marking the audio cluster as only possible." + "feedback": "Grounded overall: the summary matches the packet\u2019s titles and soft-pair signals, and the lone accepted pair (43452/43482) is a reasonable conservative duplicate call. The rejected soft edges are phrased cautiously and do not overclaim identity beyond what the packet supports." }, "evaluator_used": true, "retried": false, @@ -3415,10 +3521,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:33666", "issue:35707", @@ -3445,20 +3551,21 @@ "issue:43818", "issue:43856", "issue:44079", + "issue:44220", "issue:44291", "issue:44403", - "issue:44462", + "issue:44479", "issue:44534", "issue:44568", "issue:44589", + "issue:44683", "issue:44756", "issue:44811", - "issue:44829", "issue:44877", "issue:44991", - "issue:45081", + "issue:45216", "issue:45325", - "issue:45479", + "issue:45357", "issue:45538", "issue:45542", "issue:45663", @@ -3469,23 +3576,26 @@ "issue:46491" ], "soft_pairs": [ + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:44479|issue:45325", "issue:43531|issue:44877", "issue:44991|issue:46315", "issue:36032|issue:41720", "issue:43425|issue:44403", - "issue:43296|issue:43531", "issue:43611|issue:44534", + "issue:43296|issue:43531", "issue:43632|issue:44756", "issue:40444|issue:45325", "issue:45812|issue:46491", + "issue:42796|issue:43746", "issue:43792|issue:44589", "issue:44403|issue:44991", - "issue:42796|issue:43746", "issue:33666|issue:40444", "issue:43381|issue:45923", + "issue:44079|issue:45663", "issue:44291|issue:44589", "issue:43632|issue:44534", - "issue:44079|issue:45663", "issue:40990|issue:44811", "issue:43482|issue:43525", "issue:43482|issue:45538", @@ -3493,228 +3603,225 @@ "issue:43421|issue:44568", "issue:43317|issue:43856", "issue:42175|issue:45542", - "issue:43531|issue:44291", "issue:41553|issue:43582", + "issue:43531|issue:44291", "issue:43818|issue:46402", - "issue:44079|issue:44534", - "issue:44829|issue:45479", - "issue:41720|issue:45081", - "issue:44462|issue:45812" + "issue:44079|issue:44534" ], - "prepared_review_unit_hash": "21304434fc2788a71c049dc5158cd312c68483b7758e3dc2b51495981eb74858", + "prepared_review_unit_hash": "702a1fd3cbd1eeee3680cd6988be8eeb91fc97707039fc819d42ebcba68cbe3d", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36571, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "serialized_chars": 36911, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is loosely clustered around Transformers v5/model-loading/tokenizer regressions, but the items are mostly distinct bugs with different models, code paths, or environments. I don\u2019t see any soft pair that clearly represents the same underlying change or defect, so no duplicates should be merged here.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45812 is the broadest, highest-impact tokenizer regression in the set (silent v4\u2192v5 wrong token IDs across Granite models) and is the best representative of the loose tokenizer-loading subgroup.", + "summary": "These issues are mostly unrelated transformer bugs/regressions. The soft pairs share at most a model family or subsystem, but not the same concrete failure path, so none should be merged as duplicates. No PRs are present in the cluster.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, explicit v4\u2192v5 regression affecting all Granite models, with multiple inbound references and a clear user-visible impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest canonical representative because it describes a general regression affecting all Granite models, rather than a narrow model-specific failure.", + "best_issue_reason": "issue:45812 is the best global issue candidate because it is clearly scoped, regression-oriented, and broad enough to represent a meaningful duplicate cluster if one were formed around Granite tokenizer breakage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and failure modes: audio feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family and API surface, but the titles point to different save_pretrained regressions and versions; not enough evidence of one identical bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL video/vision code, but one is a broad multi-model video input regression while the other is a specific rope-index scaling bug." + }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs GraniteSpeech config strictness. No shared code path." + "reason": "Completely different problems: Qwen3-MoE sliding window behavior vs Granite Speech config loading." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers, but one is a loading failure for EMBEDDIA/est-roberta and the other is a performance regression in convert_tokens_to_ids." + "reason": "Both concern tokenizers in v5, but one is a tokenizer load failure for a specific model and the other is a performance regression in convert_tokens_to_ids." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Unrelated failures: T5 tokenizer init conflict vs Qwen3 auto device mapping CUDA assert." + "reason": "Unrelated models and code paths: T5 tokenizer initialization error vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility vs noisy model loading; different symptoms and fixes." + "reason": "One is a Torch compatibility issue; the other is a logging/noise problem when loading a transformer." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window issue; different model families and failure modes." + "reason": "Different regression classes: base_model_prefix loading breakage vs non-persistent buffers being initialized with junk." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption; not the same bug." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized breakage during loading is unrelated to mmap-induced OOM on Strix Halo." + "reason": "Different code paths: _is_hf_initialized regression vs mmap/OOM handling on Strix Halo." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is iterable-dataset multi-image finetuning and the other is rope index scaling for still-image positions." + "reason": "Both are Qwen2.5-VL-related, but one is a finetuning failure with iterable datasets and multiple images, while the other is a temporal position_id scaling bug." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: Granite token IDs vs CodeLlama leading-space round-trip behavior." + "reason": "Both are tokenizer regressions, but one changes Granite token IDs broadly while the other is a CodeLlama encode/decode space-roundtrip bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure vs Float8 storage lookup error; no shared underlying defect." + "reason": "Whisper runtime failure and Float8 storage lookup error are different problems." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise vs a concrete tokenizer loading failure for a specific model repository." - }, - { - "left": "issue:42796", - "right": "issue:43746", - "accept": false, - "reason": "Ministral tokenizer BPE marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Generic transformer loading noise is not the same as a specific tokenizer load regression." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen VL problems: multi-GPU training vs iterable-dataset multiple-image failure." + "reason": "Both touch Qwen VL training/finetuning, but they describe different scenarios and failure modes on different model variants." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is different from a missing supports_gradient_checkpointing flag." + "reason": "Eval-mode gradient checkpointing limitation and missing supports_gradient_checkpointing flag are distinct issues." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to Float8 storage resolution." + "reason": "Both are v5 loading/runtime errors, but they involve different mechanisms: init_empty_weights argument handling vs Float8 storage deserialization." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both mention Transformers v5, but they affect different internals and are not the same failure." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 shared_kv_states KeyError; distinct code paths." + "reason": "_is_hf_initialized flag regression is unrelated to non-persistent buffer initialization." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity anomaly on gpt-oss-20b is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Language-model perplexity evaluation and Whisper batch_decode behavior are unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and Llama4Config pad_token_id error are different model/config regressions." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different load-time bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF/v5 loading failure is unrelated to CLIPTokenizer max_length behavior." + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max-length configuration are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a different bug from multi-image iterable-dataset training." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multiple images." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token updates not refreshing the post-processor is not the same as add_special_tokens failing for one tokenizer/model." + "reason": "Runtime post-processor updates for special tokens and a specific BOS/EOS add_special_tokens regression are not the same bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." + "reason": "Device-map dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different issues." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "One is missing TensorFlow in the torch extra, the other is tensorboard installed without TensorFlow causing backend errors." + "reason": "Packaging omission of tensorflow in a torch extra and a backend error when only tensorboard is installed are related only loosely by TF backend presence." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Sliding_window model behavior and init_empty_weights argument handling are unrelated." + "reason": "AutoTokenizer error messaging for Voxtral and an Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Tokenizer loading error for Voxtral vs AppleSilicon caching_allocator_warmup TypeError; no overlap." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument handling are unrelated." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA video_tower/temporal attention issue is unrelated to Sam3Model text encoder weights not loading." + "reason": "Video-LLaVA tower architecture bug and Sam3Model text encoder weight loading are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling bug and non-persistent buffer junk are different regressions." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Degenerate training with flash_attention_3 is a different problem from zero-loss single-label classification behavior." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to Mistral regex patch crashes during tokenizer loading." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Granite wrong token IDs are both tokenizer-related but distinct regressions with different symptoms." + "reason": "ModelOutput key assignment and v5 non-persistent buffer junk initialization are unrelated regressions." } ] }, @@ -3733,14 +3840,13 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:34634", "issue:35707", - "issue:39692", "issue:40444", "issue:40990", "issue:41720", @@ -3752,7 +3858,6 @@ "issue:43377", "issue:43454", "issue:43482", - "issue:43550", "issue:43606", "issue:43611", "issue:43632", @@ -3763,42 +3868,47 @@ "issue:43749", "issue:43792", "issue:43818", - "issue:43819", "issue:43873", - "issue:43881", "issue:43957", "issue:43994", "issue:44079", "issue:44265", "issue:44291", + "issue:44462", "issue:44466", "issue:44479", - "issue:44488", + "issue:44829", "issue:44877", "issue:44898", "issue:45072", + "issue:45081", "issue:45325", "issue:45357", "issue:45381", + "issue:45479", "issue:45491", "issue:45584", "issue:45701", "issue:45800", + "issue:45812", "issue:45823", "issue:45834" ], "soft_pairs": [ + "issue:44829|issue:45479", + "issue:44462|issue:45812", "issue:43377|issue:45491", + "issue:41720|issue:45081", "issue:43818|issue:45357", "issue:43644|issue:44079", "issue:43611|issue:43646", "issue:44265|issue:45072", "issue:43749|issue:44079", "issue:42175|issue:43296", - "issue:40444|issue:45381", "issue:45325|issue:45381", - "issue:43792|issue:43957", + "issue:40444|issue:45381", "issue:43994|issue:44898", + "issue:43792|issue:43957", "issue:43454|issue:44466", "issue:45325|issue:45834", "issue:42915|issue:43482", @@ -3806,233 +3916,226 @@ "issue:42796|issue:45381", "issue:43701|issue:45325", "issue:44291|issue:44877", - "issue:43296|issue:45800", "issue:43873|issue:45701", "issue:44479|issue:45823", + "issue:43296|issue:45800", "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:40990|issue:45584", "issue:34634|issue:35707", - "issue:35707|issue:41720", - "issue:43454|issue:43550", - "issue:43881|issue:44488", - "issue:39692|issue:40444", - "issue:43606|issue:43819" + "issue:35707|issue:41720" ], - "prepared_review_unit_hash": "32bffc8f6b8807d75880d209d9d8ce12ddfaea0aaf6e3d451a146b7a6303fd6e", + "prepared_review_unit_hash": "00aabc6d8f1b6d77f2ef5bd022df837fec41c40e36e4463305da0090afcca453", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36672, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "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": "Mostly unrelated issue reports were grouped together by broad topic similarity. The closest family is Transformers v5 model-loading regressions, but the specific failures differ enough that none of the soft pairs should be merged as duplicates.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43611 is the broadest and most central report in the cluster: a Transformers v5 model-loading regression affecting multiple downstream loading paths, making it the best anchor for the nearby v5-related issues.", + "summary": "This cluster is mostly a collection of unrelated model-specific regressions. The Qwen2.5-VL 5.3.0 image/video position-id reports (45325 and 45381) are the closest pair and are likely related, but they should be treated as a possible duplicate rather than a confirmed same-bug match; the rest are appropriately separate issues.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45325 is the best anchor because it gives the most specific root-cause framing for the Qwen2.5-VL 5.3.0 position-id regression. issue:45381 is closely related and likely points to the same family of vision-position-id problems, but the image vs. video paths are not clearly proven to be the exact same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 best represents the strongest duplicate cluster because several other items are adjacent model-init/loading regressions, while the rest are clearly separate bugs.", + "best_issue_reason": "issue:45325 is the strongest representative issue for this cluster: it is technically specific, tied to a concrete Qwen2.5-VL 5.3.0 regression, and best captures the likely shared vision-position-id problem described by the nearby report 45381.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training-loss regressions, but they describe different failure modes and likely different code paths." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "One is about AutoTokenizer ignoring tokenizer.json; the other is a Granite-specific token-ID regression." + }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different models and failure modes: MIMI batching/padding-mask mismatch vs Gemma3 NaNs from sliding-window attention." + "reason": "Both involve batching/padding, but they affect different models and different underlying bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Completely different subsystems: device-map CUDA assert vs Mistral tokenizer regex patch failure." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + "reason": "Video-LLaVA model-weight/temporal-attention issue is unrelated to Qwen3.5 save_pretrained key serialization." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Tied lm_head serialization inconsistency is a different bug from ModelOutput key assignment when a key was previously None." + "reason": "Both are v5 regressions, but one concerns non-persistent buffers and the other ModelOutput key assignment." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix/model loading and the other is custom model initialization; not the same concrete bug." + "reason": "Both mention transformers v5 model init/load breakage, but the reported symptoms are distinct enough that they do not clearly share one concrete bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference." + "reason": "torch.export exportability and bf16 dtype mismatches are different problems." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are separate subsystems and bugs." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated regressions." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backends issue for tensorflow is unrelated to audio processor sampling-rate defaulting in apply_chat_template()." + "reason": "Packaging/backend extra issue vs vLLM model-loading failure; no shared code path." }, { - "left": "issue:40444", + "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL video position-id bug are different multimodal paths." + "reason": "These look likely related and may be a possible duplicate pair, but the packet does not prove the image and video position-id regressions are the same underlying bug." }, { - "left": "issue:45325", + "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL positions, but one is still-image temporal scaling and the other is video vision_position_ids; distinct regressions." + "reason": "Both concern Qwen2.5-VL multimodal inputs, but one is dataset/multi-image finetuning and the other is a position-id bug." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Whisper cannot run is not the same as the meta-device loading regression affecting other models." + "reason": "Different vision-model failures with no indication of a shared mechanism." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and Perceiver non-default-resolution failure are different model-specific issues." + "reason": "Whisper runtime failure and meta-device loading breakage are separate issues." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision weight-tying failure causing bad generation is different from device-dependent serialization of lm_head.weight." + "reason": "Both touch lm_head / tied weights, but one is a loading/generation failure and the other is a device-dependent serialization regression." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope/position scaling bug and Kosmos2.5 OCR index error are unrelated vision-text regressions." + "reason": "Qwen2.5-VL position-id regression vs Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different loading/quantization problems." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are different regressions." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to dtype mismatch during bfloat16 inference." + "reason": "_is_hf_initialized flag regression and dtype mismatch in inference are unrelated." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is a training/checkpoint issue, not a Qwen2.5-VL rope-index bug." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same as strict config loading for granite_speech." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are separate compatibility failures." + "reason": "init_empty_weights argument handling and strict config loading are separate failures." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to version-dependent tokenization changes." + "reason": "Quantization offloading behavior and tokenization changes are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device mismatch are different model families and code paths." + "reason": "Qwen video-input regression and Gemma4 device mismatch are different model bugs." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading and torch-vs-transformers compatibility are not the same issue." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as torch.export failing on torch_compilable_check." + "reason": "Bark CPU-offload device mismatch and torch.export failure on compiled checks are separate code paths." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting is unrelated to PEFT adapter local-checkpoint loading." + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are unrelated generation/evaluation bugs." + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation failure do not share a concrete bug." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure and progressive generation with inputs_embeds/past_key_values are different code paths." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug is unrelated to Qwen3 device-map cudaErrorAssert." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "AyaVision lm_head weight tying and Bamba SDPA/torch.compile failure are unrelated." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are different model-specific problems." - }, - { - "left": "issue:39692", - "right": "issue:40444", - "accept": false, - "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset finetuning failure are different multimodal issues." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents not matching forward pass due to missing STE." + "reason": "Progressive generation and Qwen3 device-map CUDA assert are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overstates the 45325/45381 relationship. The packet supports that these are closely related Qwen2.5-VL 5.3.0 vision-position-id regressions, but not that they are a confirmed duplicate or definitively the same underlying bug across image/video paths. Please soften to 'likely related' / 'possible duplicate' rather than 'only clear duplicate pair' / 'same underlying bug.' The other soft-edge rejections look appropriately conservative." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4045,31 +4148,34 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:26413", "issue:28530", "issue:36331", + "issue:39692", + "issue:40444", "issue:40990", "issue:41720", "issue:42617", "issue:42796", "issue:42915", "issue:42947", - "issue:43065", "issue:43257", "issue:43317", "issue:43322", "issue:43377", - "issue:43450", "issue:43454", "issue:43526", + "issue:43550", "issue:43572", + "issue:43606", "issue:43720", "issue:43749", + "issue:43819", "issue:43873", "issue:43881", "issue:43883", @@ -4077,17 +4183,15 @@ "issue:44265", "issue:44387", "issue:44466", + "issue:44488", "issue:44534", "issue:44568", "issue:44610", - "issue:44756", - "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45357", - "issue:45701", "issue:45704", "issue:45759", "issue:45823", @@ -4096,10 +4200,13 @@ "issue:46050", "issue:46209", "issue:46305", - "issue:46315", - "issue:46402" + "issue:46315" ], "soft_pairs": [ + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43881|issue:44488", + "issue:43606|issue:43819", "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:46305|issue:46315", @@ -4108,8 +4215,8 @@ "issue:43454|issue:45072", "issue:44568|issue:45920", "issue:43257|issue:45923", - "issue:43317|issue:43873", "issue:43377|issue:44898", + "issue:43317|issue:43873", "issue:42796|issue:44977", "issue:43454|issue:43720", "issue:40990|issue:42947", @@ -4121,245 +4228,220 @@ "issue:26413|issue:28530", "issue:43526|issue:43883", "issue:44466|issue:45357", - "issue:41720|issue:44977", "issue:44387|issue:45704", + "issue:41720|issue:44977", "issue:36331|issue:42617", "issue:43881|issue:44991", - "issue:36331|issue:42915", - "issue:44877|issue:44991", - "issue:43450|issue:45701", - "issue:40990|issue:45701", - "issue:43065|issue:46402", - "issue:44186|issue:45072", - "issue:43873|issue:44756", - "issue:41720|issue:42617" + "issue:36331|issue:42915" ], - "prepared_review_unit_hash": "d072392084966b1d6fb81b441f1bbbdec123fecd7edae3d5d44ce6b2ae97a04d", + "prepared_review_unit_hash": "0f1c504e5a67abbb009c46dd27c88200a2c53002f93e2080c527de0cb9dde4ed", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37632, - "estimated_input_tokens": 9408, - "estimated_eval_tokens": 19072 + "soft_pair_count": 30, + "serialized_chars": 36878, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose over-grouping of many unrelated Transformers bugs. None of the soft-similarity pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.29, - "canonical_issue_reason": "No strong duplicate emerges, but issue 41720 is the best anchor because it is the most connected node in the provided similarity graph and is a concrete, reproducible runtime failure.", + "summary": "This cluster is heterogeneous: the candidate pairs share broad vocabulary (loading, offloading, serialization, tokenizer, etc.) but not the same underlying bug. I reject all soft edges as duplicate matches. There is no real canonical duplicate issue here; if an anchor is needed, the open offloading/quantization report is the broadest representative.", + "confidence": 0.92, + "canonical_issue_reason": "No true canonical duplicate stands out: the items span unrelated model-, tokenizer-, training-, and loading-path bugs.", "canonical_pr_reason": null, - "best_issue_reason": "41720 is the most central issue in this cluster by soft-edge connectivity; it is still not a verified duplicate of the others, but it is the most reasonable representative if one issue must be kept.", + "best_issue_reason": "issue:43873 is the broadest active representative around offloading/quantization behavior and is the most central theme in this set, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: tied-weight text generation corruption vs torch.compile/SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both involve multimodal examples, but one is a docs/model-processor mismatch and the other is an iterable-dataset finetuning failure." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: CPU-offload device mismatch vs DAC forward/from_latents mismatch." + }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Different failure modes: tokenizer crash on NER/batched padding versus torch.export failing on torch_compilable_check." + "reason": "Tokenizer NER padding/truncation crash is unrelated to torch.export / torch_compilable_check failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but one is a cudaErrorAssert in Qwen3 loading and the other is a forward-time device mismatch in Gemma4 PLE; not the same bug." + "reason": "Both mention device_map=auto, but they are different models and distinct device-mismatch symptoms." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Completely different code paths: sliding-window mask off-by-one versus tokenizer lookup performance regression." + "reason": "Unrelated: sliding-window masking off-by-one vs tokenizer conversion slowdown." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different layers: MIMI batch-padding mask behavior versus OmDet-Turbo processor output size mismatch." + "reason": "Different problems: padding-mask discrepancy in MIMI vs OmDet-Turbo input-size mismatch." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." + "reason": "Tokenizer BPE marker handling and FP8 inference failure are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Video processor shape bug versus dtype mismatch in bfloat16 inference; not the same issue." + "reason": "Different subsystems: tied-weight serialization vs bf16 dtype mismatch in inference." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across several models." + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior and the other is incorrect token IDs across models." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MOE weight conversion bug is unrelated to missing gradient_checkpointing support." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Both mention offload/quantization, but one is a dequantized-model loading failure and the other is a broader offloading-not-working report; too different to treat as one bug." + "reason": "Different vision-model bugs: batched-vs-single output mismatch vs Perceiver non-default-resolution failure." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver image classification failing on non-default resolution." + "reason": "Both involve offloading/quantization, but the concrete failure modes and stages differ." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Different tokenizer/model issues: BPE marker handling versus Qwen3.5 flash-attention generation." + "reason": "Tokenizer BPE marker issue is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Processor shape mismatch and BitNet packed-weight unpacking are unrelated." + "reason": "Different bugs: tied weights/garbage text vs packed-weights unpacking during accelerate loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a specific model/dataset and ineffective gradient checkpointing with PEFT LoRA are different problems." + "reason": "Perplexity regression on a model is unrelated to gradient checkpointing ineffectiveness with LoRA." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM not unwrapping text_config for Qwen multimodal configs." + "reason": "Missing pad_token_idx in one config is unrelated to text_config unwrapping for composite multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault while loading Llava Next is unrelated to sinq quantization save/load breakage." + "reason": "Segfault on Llava Next loading is unrelated to sinq save/load breakage." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are distinct bugs." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk filling are unrelated regressions." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "cudaErrorAssert with Qwen3 auto device mapping and Llava Next segfault are different model-loading failures." + "reason": "Different model-loading failures with no shared concrete code path." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure is unrelated to early-stopping metric lookup." + "reason": "Checkpoint-resume epoch iterator failure is unrelated to early-stopping metric lookup." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo missing all_tied_weights_keys." + "reason": "reduce_labels bug in BeitImageProcessorFast is unrelated to missing all_tied_weights_keys on Molmo." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5 serialization, but one is lm_head weight serialization and the other is visual encoder key saving; not the same concrete bug." + "reason": "Both touch save_pretrained serialization, but they concern different weights and different failure modes." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Different Qwen3-family failures: A800 cuda assert with device mapping versus flash-attention generation corruption." + "reason": "Memory OOM under int4 quantization and apex RMSNorm memory leak are different root causes." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Int4 CUDA reserved-memory OOM and an apex FusedRMSNorm leak in T5 are unrelated." + "reason": "Auto device mapping CUDA assert and flash-attention generation failure are distinct bugs." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature change and 3d_parallel.py failure are unrelated." + "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v loading failure and tokenizer loading regression for est-roberta are different bugs." + "reason": "Both are loading-related, but one is a model load failure and the other is a tokenizer load regression." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected num_items_in_batch kwarg in compute_loss and Qwen3Moe FP8 loading failure do not share a concrete code path." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Strict config rejecting granite_speech and tokenizer loading regression for EMBEDDIA/est-roberta are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Video processor batch shape bug versus version-dependent tokenization changes are not the same issue." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Extremely high perplexity on gpt-oss and tokenization changes across versions are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:46402", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text-encoder weights not loading are different subcomponent bugs." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer crash on NER/batched padding and bfloat16 dtype mismatch are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Quantization/offloading behavior and mmap-related OOM on Strix Halo are different failure modes." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Auto device-map cuda assert and inability to run 3d_parallel.py are unrelated runtime failures." + "reason": "Unexpected compute_loss keyword and FP8 Qwen3Moe failure are unrelated." } ] }, @@ -4378,38 +4460,35 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:28530", "issue:30064", - "issue:33357", "issue:33666", - "issue:34634", - "issue:35707", "issue:36010", "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", + "issue:43065", "issue:43295", "issue:43316", "issue:43317", "issue:43322", "issue:43404", + "issue:43450", "issue:43526", "issue:43531", - "issue:43540", "issue:43550", "issue:43572", "issue:43577", "issue:43606", - "issue:43653", "issue:43708", "issue:43720", - "issue:43782", "issue:43873", "issue:43881", "issue:44008", @@ -4419,31 +4498,42 @@ "issue:44610", "issue:44671", "issue:44743", + "issue:44756", + "issue:44877", "issue:44898", "issue:44913", + "issue:44991", + "issue:45072", "issue:45161", "issue:45357", "issue:45406", "issue:45632", "issue:45684", "issue:45701", - "issue:45704", "issue:45823", - "issue:46291" + "issue:46291", + "issue:46402" ], "soft_pairs": [ - "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:41720|issue:42617", "issue:43550|issue:43720", + "issue:43577|issue:43708", "issue:43404|issue:45357", "issue:44008|issue:45823", "issue:43550|issue:43606", - "issue:44186|issue:44610", "issue:43295|issue:45701", + "issue:44186|issue:44610", "issue:44610|issue:44898", "issue:42915|issue:43317", "issue:44423|issue:45406", - "issue:36010|issue:42617", "issue:45632|issue:45684", + "issue:36010|issue:42617", "issue:41720|issue:45161", "issue:42915|issue:46291", "issue:43531|issue:43572", @@ -4454,216 +4544,216 @@ "issue:43526|issue:43881", "issue:42915|issue:43322", "issue:43316|issue:44913", - "issue:28530|issue:30064", - "issue:43540|issue:43782", - "issue:33357|issue:35707", - "issue:30064|issue:34634", - "issue:43873|issue:45704", - "issue:43550|issue:43653", - "issue:43606|issue:43720" + "issue:28530|issue:30064" ], - "prepared_review_unit_hash": "eb9a6e0771957287aa1f764f86525836d994a82a2e5a671d5970dfb6be37b6f8", + "prepared_review_unit_hash": "df04040439a0de1db383f11868193b349a8120c55d2dd59ff63aed7355371bb5", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35829, - "estimated_input_tokens": 8958, - "estimated_eval_tokens": 18172 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36640, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "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 subsystem keywords (trainer, processor, tokenizer, device map, Qwen, serve) but describe different bugs with different code paths and fixes. I would not merge any of the suggested pairs.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the items cover unrelated regressions and feature bugs across many models/components; there is no clear duplicate group to anchor the cluster.", + "summary": "The cluster is highly heterogeneous: it mixes trainer bugs, tokenizer/config regressions, multimodal processor issues, offloading/quantization failures, and model-specific loading problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits well; the titles and failure modes are too diverse to represent this cluster with one issue.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue; none of these is a strong representative for the cluster since the pairwise overlaps are mostly superficial.", + "best_issue_reason": "issue:45701 is the broadest representative of the cluster\u2019s regression-like theme (version-dependent tokenizer behavior), though it is still not a true duplicate center.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "One is a model dtype persistence bug; the other is Trainer resume/max_steps math. Different subsystems and fixes." + "reason": "Different problems: strict config loading vs tokenizer loading for a specific model." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading during accelerate." + "reason": "Video batch shape bug and tokenization regression are unrelated." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained visual keys are different model-specific regressions." + "reason": "Perplexity quality issue on one model is not the same as tokenization changes across versions." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Gemma3n forward name collision vs Gemma4 PLE device mismatch are distinct bugs." + "reason": "Tokenizer crash on NER/padding is different from a dtype mismatch in inference." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Different models and failure modes: Bamba compile/SDPA vs Bark CPU offload device mismatch." + "reason": "Different SAM3 components and different failures: dummy Conv2d vs missing text encoder weights." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap OOM avoidance are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and a 3d_parallel.py launch failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure and packed-weight loading failure are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer max_steps resume logic are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 is unrelated to saving wrong visual encoder keys in Qwen3.5." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 device-mismatch are different model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as OmDet-Turbo image size mismatch." + "reason": "Both involve loading/compute issues, but they affect different models and different mechanisms." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A regression in processor.tokenizer access is not the same as a general tokenization-version change report." + "reason": "Processor.tokenizer regression is not the same as a tokenizer behavior change across versions." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes and image-size mismatch in a processor are different bugs." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "OmDet-Turbo processor size bug and Perceiver interpolation failure are unrelated image-processing issues." + "reason": "Different models and different image preprocessing failures; not one underlying issue." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized device_map offload loading failure are different quantization issues." + "reason": "FineGrainedFP8 config failure and dequantized offload loading failure are distinct." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both affect serve, but one is a 'str has no attribute to' path and the other is missing _tokenizer; not the same root cause." + "reason": "Continuous-batching multimodal crash and missing _tokenizer on Gemma4Processor are different processor/runtime bugs." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "GenerationMixin import failure is unrelated to not being able to run 3d_parallel.py." + "reason": "Cache-path collision and read-only permission propagation are unrelated save/load issues." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Cache-path collision for remote code and read-only permission propagation on save_pretrained are separate problems." + "reason": "GenerationMixin import error is unrelated to running 3d_parallel.py." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE TP-only failure are different model/runtime issues." + "reason": "CUDA assert on one Qwen3 path is not the same as TP not working on GPT-OSS MoE." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "BitNet FP8/quantization failure has nothing to do with transformers.pipelines import requirements for kernels v0.15." + "reason": "Model FP8 loading failure and pipeline import/version gating are unrelated." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated config bugs." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are different issues." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early-stopping metric selection and multi-GPU training for Qwen2-VL are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as recurrent-state reset with cache." + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-mapping CUDA asserts." + "reason": "CustomTrainer signature mismatch and Qwen3 auto device-map CUDA failure are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but they hit different models and errors; not the same bug." + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b load failure are unrelated." + "reason": "BEiT label reduction and glm-4v-9b loading failure are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different model load/runtime crashes." + "reason": "FP8 config failure and Llava Next segmentation fault are not the same problem." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Config API discrepancy in Gemma3TextConfig is not the same issue as GPTNeoX rotary_pct reload regression." + "reason": "API discrepancy in Gemma3TextConfig and rotary_pct reload behavior are different config bugs." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Trainer early stopping and void segmentation map processing are completely different areas." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only load error are different code paths." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS bus error on CLIP loading and generation with inputs_embeds/past_key_values are unrelated." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset support are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization offloading behavior and T5 apex FusedRMSNorm memory leak are different bugs." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Bark CPU-offload device mismatch and BitNet packed-weight unpacking are separate loading/offload issues." + "reason": "Early stopping setup and void segmentation-map processing are unrelated." } ] }, @@ -4682,12 +4772,14 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:29159", + "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", @@ -4696,15 +4788,16 @@ "issue:41720", "issue:42490", "issue:43329", - "issue:43381", "issue:43388", - "issue:43421", "issue:43531", + "issue:43540", + "issue:43550", "issue:43606", "issue:43653", + "issue:43720", "issue:43746", - "issue:43844", - "issue:43927", + "issue:43782", + "issue:43873", "issue:44062", "issue:44077", "issue:44368", @@ -4712,14 +4805,10 @@ "issue:44451", "issue:44492", "issue:44509", - "issue:44514", - "issue:44545", "issue:44589", "issue:44610", "issue:44625", "issue:44898", - "issue:44918", - "issue:44936", "issue:44987", "issue:44991", "issue:45042", @@ -4731,15 +4820,22 @@ "issue:45479", "issue:45588", "issue:45701", + "issue:45704", "issue:45759", "issue:45859", "issue:46402" ], "soft_pairs": [ + "issue:43540|issue:43782", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", "issue:29159|issue:36032", "issue:44387|issue:45701", - "issue:44492|issue:44509", "issue:43388|issue:45059", + "issue:44492|issue:44509", "issue:41720|issue:43746", "issue:43531|issue:45759", "issue:42490|issue:43329", @@ -4758,212 +4854,217 @@ "issue:44062|issue:44451", "issue:44987|issue:45042", "issue:44368|issue:45357", - "issue:39692|issue:44610", - "issue:43381|issue:43844", - "issue:44514|issue:44545", - "issue:44918|issue:44936", - "issue:43421|issue:43927" + "issue:39692|issue:44610" ], - "prepared_review_unit_hash": "82bca77d1f59a15839b364c8929b3b8798ac8ce970135e71197bc79f321780d0", + "prepared_review_unit_hash": "92e5a704fb932216ab8b96a3d6c6173e33dd9b73f45230935e0ac4c965c7c606", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35581, - "estimated_input_tokens": 8896, - "estimated_eval_tokens": 18048 + "soft_pair_count": 29, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and contains many unrelated issues. The only strong duplicate signal is the pair about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`; the rest are distinct bugs, regressions, docs issues, or model-specific failures.", - "confidence": 0.44, - "canonical_issue_reason": "issue:44514 is the earliest report of the exact `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash, and issue:44545 is a near-verbatim duplicate of the same bug.", + "summary": "The set is heterogeneous: the soft pairs mostly share only broad subsystem terms (tokenizer, offload, multimodal, docs) but point to different concrete failures. I would not merge any of these pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical representative because the candidate pairs span distinct bugs across tokenization, model loading, offloading, metrics, docs, and multimodal processors.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 best represents the only clear duplicate family in this set because its title/body align exactly with issue:44545\u2019s crash on batched input when `padding=False`.", + "best_issue_reason": "No issue cleanly dominates as a global duplicate target; the set is too mixed to justify a representative canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different failure paths and model families: Qwen3OmniMoe video input ValueError vs Qwen3VL weight_only load error." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive-generation cache behavior are unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading regression vs T5 RMSNorm memory leak; not the same underlying issue." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA/torch.compile bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset handling are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but Bark CPU offload device mismatch and BitNet packed-weight loading are distinct bugs." + }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both involve tokenizers, but one is a slow/fast inconsistency report and the other is a T5Tokenizer load-time `add_special_tokens` conflict; different bugs." + "reason": "Generic slow/fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens class-name conflict." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization-related behavior, but one is an int4 CUDA memory regression and the other is a broad version-dependent tokenization change; not the same defect." + "reason": "CUDA reserved-memory OOM under int4 quantization is unrelated to tokenization changes across versions." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task docs references." + "reason": "Metric label truncation and SAM3 text/bounding-box behavior are different problems." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Different code paths: distributed metric gathering vs SAM3 text/bbox behavior." + "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert is unrelated to GraniteSpeech local PEFT checkpoint loading." + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech local PEFT loading are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen-related, but one is a sliding_window bug in Qwen3-MoE and the other is `from_config` unwrapping for composite multimodal configs." + "reason": "Sliding-window behavior in Qwen3-MoE and composite-config text_config unwrapping are different bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash import warning is unrelated to the multimodal token counting undefined-variable bug." + "reason": "Trailing-slash model-path warning and undefined video-token helper variables are unrelated." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer mask token registration/empty decode." + "reason": "Device-mismatch CPU offload bug is not the same as tokenizer mask token registration." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both are Qwen/SAM3 save/load style issues, but one is incorrect visual encoder key saving and the other is text encoder weights not loading; not the same change." + "reason": "Incorrect saved visual-encoder keys and Sam3 text-encoder weights not loading are different load/save regressions." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to Qwen3.5 streaming chat/completions failures." + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming API failure are different concrete code paths." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset and Qwen3 auto device mapping are different model/processor bugs." + "reason": "Bark voice_preset failure and Qwen3 auto device-map cuda assert do not describe the same bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting not updating is unrelated to generation with `inputs_embeds` and `past_key_values`." + "reason": "TrainerState token counting and progressive generation cache handling are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/load failures for specific models, but the underlying errors and affected models differ." + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/config issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated runtime issues." + "reason": "Qwen3-MoE sliding-window issue and missing Float8 storage type are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen 3.5 model internals, but one is config unwrapping and the other is CPU-offload rotary embedding compatibility; not mergeable as one fix." + "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are distinct bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init restriction in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Propagating `num_labels` in Qwen3.5 configs is unrelated to degenerate zero loss in sequence classification with `num_labels=1`." + "reason": "Config propagation for Qwen3.5 is not the same as the zero-loss single-label classification regression." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash attention `s_aux=None` crash is unrelated to Qwen multimodal config unwrapping." + "reason": "flash_attention crash on s_aux=None and Qwen multimodal config unwrapping are unrelated code paths." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatch are separate model-specific bugs." + "reason": "Perceiver resolution/interpolation failure and bfloat16 dtype mismatch are different failures." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor conflict is unrelated to loading `vesteinn/ScandiBERT`." + "reason": "AddedToken keyword conflict and ScandiBERT loading failure are not the same bug." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Physical-intelligence/fast loading failure is unrelated to PIL backend image processors requiring torchvision." + "reason": "Loading physical-intelligence/fast and PIL-backend torchvision requirement are unrelated regressions." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about `tie_word_embeddings=False` during LoRA fine-tuning is unrelated to incorrect visual encoder keys being saved." + "reason": "tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as saving wrong visual-encoder keys." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to OmDet-Turbo processor/model input-size mismatch." - }, - { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Gradient checkpointing eval-mode limitation is unrelated to DeepSpeed ZeRO-3 gradient growth." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash with `padding=False`, reported twice with matching failure mode." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "TRL SFT trainer unpacking issue for Qwen3.5 embeddings is unrelated to trainer.evaluate() failing after trainer.train()." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Runtime post-processor update behavior in TokenizersBackend is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor/model size mismatch are different issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is issue:44514 / issue:44545, whose titles match exactly and describe the same Qwen2_5_VLProcessor batched-input crash with padding=False. The soft-edge verdicts stay conservative and mostly rely on distinct titles/models/bug types rather than overstating evidence. No PR-pair mergeability concerns apply 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 }, @@ -4975,10 +5076,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:30064", "issue:36010", @@ -4986,40 +5087,39 @@ "issue:41720", "issue:42886", "issue:43295", - "issue:43335", + "issue:43381", "issue:43421", "issue:43531", "issue:43540", "issue:43550", "issue:43596", "issue:43618", - "issue:43643", "issue:43645", "issue:43653", "issue:43697", "issue:43720", "issue:43746", - "issue:43756", "issue:43782", "issue:43819", + "issue:43844", "issue:43873", + "issue:43927", "issue:43994", - "issue:44008", - "issue:44062", "issue:44186", "issue:44220", - "issue:44488", + "issue:44514", + "issue:44545", "issue:44661", "issue:44671", "issue:44843", - "issue:44877", - "issue:44898", + "issue:44918", + "issue:44936", "issue:45072", "issue:45081", "issue:45356", "issue:45381", - "issue:45663", "issue:45704", + "issue:45759", "issue:45834", "issue:45859", "issue:45907", @@ -5030,6 +5130,10 @@ "issue:46463" ], "soft_pairs": [ + "issue:43381|issue:43844", + "issue:44514|issue:44545", + "issue:44918|issue:44936", + "issue:43421|issue:43927", "issue:45704|issue:45923", "issue:43746|issue:46050", "issue:41720|issue:45704", @@ -5039,264 +5143,235 @@ "issue:46032|issue:46463", "issue:43782|issue:45381", "issue:43421|issue:43653", - "issue:45663|issue:45923", - "issue:43994|issue:44671", + "issue:45759|issue:45923", "issue:39692|issue:43873", + "issue:43994|issue:44671", "issue:43746|issue:43873", "issue:43421|issue:44186", "issue:30064|issue:36010", - "issue:43596|issue:44220", "issue:45081|issue:45356", "issue:43720|issue:43819", + "issue:43596|issue:44220", "issue:45356|issue:45907", "issue:43653|issue:43720", "issue:43540|issue:46294", - "issue:44220|issue:44661", "issue:43295|issue:45834", "issue:43618|issue:43697", - "issue:43550|issue:45072", - "issue:44062|issue:44488", - "issue:43550|issue:43819", - "issue:44186|issue:44898", - "issue:43531|issue:43643", - "issue:43653|issue:43819", - "issue:43540|issue:44008", - "issue:43643|issue:44877", - "issue:43335|issue:43756" + "issue:44220|issue:44661", + "issue:43550|issue:45072" ], - "prepared_review_unit_hash": "8e0cb5e2460d6d99d85f17688b1839abedb8b3b73499816db2efbb08364df617", + "prepared_review_unit_hash": "72dabc679e5ffbcdc7655919719e0e63c0af97a0ba563548e80f560822351f0b", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37986, - "estimated_input_tokens": 9497, - "estimated_eval_tokens": 19250 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated tokenizer/offline, multimodal, model-loading, training, and quantization bugs. Under strict triage, none of the soft edges look safe to merge.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a safe canonical representative; the items span many independent subsystems and failure modes rather than one underlying bug.", + "summary": "This set is mostly heterogeneous and should not be treated as one large duplicate cluster. I only see two true duplicate pairs: the Qwen2_5_VLProcessor batched `padding=False` crash, and the offline tokenizer/cache regression driven by `_patch_mistral_regex` calling `model_info()` unconditionally. Everything else looks like distinct bugs or unrelated feature/regression reports.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 44843 is the strongest representative of a real duplicate pair because it pinpoints the root cause of the offline tokenizer failure; it also cleanly subsumes the broader symptom reported in 42886.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a globally good best representative for the same reason: choosing any one would be arbitrary because the cluster is heterogeneous.", + "best_issue_reason": "44843 is the best issue to keep as the representative report: it has the clearest actionable diagnosis and the broadest symptom coverage within the actual duplicate-worthy items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both involve training behavior, but one is about gradient checkpointing in eval mode and the other is a ZeRO-3 gradient explosion; different bugs and code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when `padding=False`; titles describe the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT trainer embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different failures with different triggers." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates in TokenizersBackend and DiaConfig save/load token ID loss are unrelated issues." + }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different problems: a T5 RMSNorm memory leak vs a missing gradient-checkpointing flag on a trust_remote_code model." + "reason": "T5 apex RMSNorm memory leak and a missing `supports_gradient_checkpointing` flag are unrelated model/runtime bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both involve loading/saving flows, but one is PEFT checkpoint loading and the other is quantized sinq save/load corruption; not the same bug." + "reason": "PEFT-adapter local checkpoint loading and sinq quantized save/load breakage are both loading-related but clearly different root causes." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping assert on A800 vs T5 RMSNorm leak." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different code paths: T5 RMSNorm leak vs Qwen3_5Moe CPU-offload incompatibility." + "reason": "Apex/T5 memory leak and Qwen3.5 MoE CPU offload incompatibility are different bugs." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and custom-model notebook initialization are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization regression are unrelated." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both touch offline tokenization, but one is cache loading and the other is an unconditional model_info call in _patch_mistral_regex; not the same concrete bug." + "accept": true, + "reason": "Both describe the same offline tokenizer/cache failure; 44843 identifies the likely cause in `_patch_mistral_regex` via an unconditional `model_info()` call." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer cache correctness vs a T5 error-message regression; unrelated." + "reason": "Mamba2Mixer incorrect use_cache results and T5 decoder-input validation error messaging are unrelated." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL/video-adjacent, but one is a weight_only load error and the other is wrong video position ids; different bugs." + "reason": "Both are VL-model 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:43653", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration; not the same issue." + "reason": "Runtime special-token post-processing and BigBirdTokenizer mask-token registration are different tokenizer bugs." }, { - "left": "issue:45663", + "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Gemma4 FSDP2 attention-state bug vs missing gradient_checkpointing support; unrelated." + "reason": "Unwrapping `text_config` for composite Qwen multimodal configs is unrelated to the missing gradient-checkpointing flag." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Different model-specific wrong-output regressions with no shared concrete code path." + "reason": "SigLIP2 documentation/model mismatch and quantization offloading behavior are not the same underlying problem." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "SigLIP2 doc/model mismatch vs offloading with quantization; unrelated." + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and CamemBERT masked-LM regression are separate model-specific issues." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantized offloading are different failure modes." + "reason": "PEFT adapter checkpoint loading and quantization offloading are different load-path bugs." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: dynamic special-token updates vs LayoutLMv2 NER/padding crashes." + "reason": "Special-token post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are unrelated." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor void-segmentation handling is unrelated to the GenerationMixin import error." + "reason": "Void segmentation-map processing and `GenerationMixin` import failure are entirely different subsystems." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel init failure and _torch_extract_fbank_features issues are unrelated." + "reason": "Both touch mistral/tokenizer logic, but one is an AttributeError in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/regression/warning issue; too different to merge." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Both mention mistral_regex/fix_mistral_regex, but one is an AttributeError crash and the other is codec/warning regression; too different to treat as one bug." + "reason": "BitNet packed-weight loading and DAC latent reconstruction/STE mismatch are unrelated." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are unrelated." + "reason": "DeepSpeed ZeRO-3 init indexing and `_torch_extract_fbank_features()` are different failures." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex regression vs list_repo_files revision forwarding; no shared bug." + "reason": "Kimi tokenizer regression and `list_repo_files` revision forwarding are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token decode bug and BitNet packed-weight loading are unrelated." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are different bugs." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs, but one is Qwen3OmniMoe video processing and the other is Qwen3.5 chat-template token/feature mismatch; not the same concrete defect." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model addition logic are unrelated." + "reason": "Qwen3OmniMoe video ValueError and Qwen3.5 video-token/feature mismatch are similar domain-wise but not the same concrete bug." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression with custom models vs Kosmos2.5 long OCR index error; different paths." + "reason": "Processor/tokenizer access regression and Kosmos2.5 long-OCR index error are different problems." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attention field regression and RTDetrV2 output-difference regression are different model-output issues." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Bamba torch.compile+SDPA failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Missing `CLIPOutput.attentions` assignment and RTDetrV2 output drift in v5 are unrelated model regressions." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "AddedToken special-argument error and failing to load cjvt/sleng-bert are not the same bug." + "reason": "Feature-extraction failure and `TOKENIZER_MAPPING_NAMES` handling in add-new-model-like are unrelated." }, { "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "torch.compile/SDPA failure vs DAC latent reconstruction mismatch; unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failures are separate model-specific bugs." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "BigBird special-token decode bug and DAC latent mismatch are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Gemma3n variable-name collision are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both touch config loading, but one is missing fields with trust_remote_code and the other is strict config blocking granite_speech; different defects." - }, - { - "left": "issue:43335", - "right": "issue:43756", + "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count bug are unrelated." + "reason": "Bamba SDPA/torch.compile failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The two accepted duplicate pairs are well supported by the issue titles and descriptions: 44514/44545 are effectively the same Qwen2_5_VLProcessor batched-padding bug, and 42886/44843 plausibly describe the same HF_HUB_OFFLINE tokenizer/cache failure with a more specific root-cause report in 44843. The remaining soft-edge rejections are appropriately cautious and do not overclaim similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5308,10 +5383,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:30064", "issue:34634", @@ -5320,40 +5395,40 @@ "issue:39692", "issue:41720", "issue:43322", + "issue:43335", "issue:43388", - "issue:43421", + "issue:43531", "issue:43540", - "issue:43577", + "issue:43550", "issue:43582", "issue:43606", + "issue:43643", "issue:43644", + "issue:43653", "issue:43716", "issue:43749", - "issue:43782", - "issue:43818", - "issue:43825", + "issue:43756", + "issue:43819", "issue:43950", - "issue:43994", "issue:44008", + "issue:44062", "issue:44186", "issue:44442", "issue:44448", "issue:44479", "issue:44485", + "issue:44488", "issue:44509", "issue:44671", - "issue:44805", - "issue:44811", "issue:44821", "issue:44843", - "issue:44936", - "issue:44977", + "issue:44877", + "issue:44898", "issue:44991", "issue:45072", "issue:45081", "issue:45084", "issue:45183", - "issue:45381", "issue:45479", "issue:45584", "issue:45685", @@ -5363,210 +5438,224 @@ "issue:46512" ], "soft_pairs": [ + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:43335|issue:43756", "issue:30064|issue:36331", - "issue:41720|issue:44991", "issue:44843|issue:45081", + "issue:41720|issue:44991", "issue:44821|issue:45084", "issue:43322|issue:45685", "issue:39692|issue:45834", "issue:43388|issue:46032", "issue:45183|issue:45479", "issue:44186|issue:44442", - "issue:43950|issue:45987", "issue:44448|issue:44671", - "issue:43716|issue:44008", "issue:45584|issue:45834", + "issue:43950|issue:45987", + "issue:43716|issue:44008", + "issue:43644|issue:43749", "issue:43582|issue:46512", "issue:44485|issue:44509", - "issue:43644|issue:43749", "issue:43606|issue:45072", "issue:34634|issue:36010", - "issue:44479|issue:45834", - "issue:43577|issue:43818", - "issue:44805|issue:44936", - "issue:43540|issue:45381", - "issue:43825|issue:43994", - "issue:43782|issue:44977", - "issue:43421|issue:44811" + "issue:44479|issue:45834" ], - "prepared_review_unit_hash": "8d0700e4e757f311a48d5c78d293fa26aa9dba8f20e587ab4bfedf3be1a634ea", + "prepared_review_unit_hash": "b1a836f0e109b7e16aa730e2788ed7bc3d74efa408ef229fb2f660a9a0edc2ad", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35563, - "estimated_input_tokens": 8891, - "estimated_eval_tokens": 18038 + "soft_pair_count": 27, + "serialized_chars": 36065, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose thematic cluster of mostly unrelated Transformers issues, with only superficial overlap in a few tokenizer/model-loading bugs; none of the soft pairs look like true duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44843 is the clearest, most concrete representative of the cluster: it has a specific failing path (`_patch_mistral_regex`), a reproducible offline-mode regression, and explicit impact.", + "summary": "This cluster is a grab-bag of unrelated Transformers bugs and regressions rather than a single duplicate family. The soft pairs mostly share broad areas like loading, tokenizers, multimodal inputs, or config handling, but they do not look like the same concrete underlying defect or fix.", + "confidence": 0.91, + "canonical_issue_reason": "Pick issue 43950 as the canonical issue: it is the broadest and most severe core-loading regression in the set, affecting model state integrity via non-persistent buffers and fitting the widest duplicate umbrella if one were forced.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best single issue to keep for triage because it is well-scoped, actionable, and tied to a precise code path rather than a broad symptom report.", + "best_issue_reason": "Issue 43950 is the best representative because it describes a generic, high-impact `from_pretrained()` regression rather than a model-specific edge case, and it has clear ecosystem-wide consequences.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different subsystems and failures: image segmentation-map processing vs trainer loss-signature kwargs." + "reason": "Both involve tokenizers, but one is a constructor argument bug and the other is a model/tokenizer loading failure; not the same defect." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model paths and failures: SDPA/torch.compile on Bamba vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs tokenizer loading for a specific Roberta model." + "reason": "Unrelated subsystems: LayoutLMv2 NER/padding crash vs Perceiver image classification resize/interpolation failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3 MoE sliding-window behavior is unrelated to AutoConfig missing fields from `trust_remote_code=True`." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as DAC forward/latent mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs in different models: Qwen3OmniMoe video processing vs Gemma3n variable-name collision." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields from remote code and the other is strict config rejection; different causes." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration mistakes, but they affect different architectures and different layer-count logic." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and trainer loss-signature handling are unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but they describe different failure modes and likely different fixes: offline `model_info()` call vs missing `backend_tokenizer` attribute." + "reason": "Same helper function, but different concrete failures: offline hub access vs missing `backend_tokenizer` attribute." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures in different models and code paths: device-mapping assert vs tokenizer loading regression." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "No meaningful overlap: AutoImageProcessor URL loading vs a template compilation TypeError." + "reason": "Image processor URL loading and template-node compilation error have no shared underlying bug." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime issues: Llava Next segfault vs MPS histogram not implemented for Int." + "reason": "Llava Next segfault and MPS histogram-int limitation are unrelated runtime issues." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: SigLIP2 documentation/example errors vs Kosmos2.5 long OCR index error." + "reason": "Doc/example errors for SigLIP2 do not match the long-OCR index error in Kosmos2.5." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Both involve training/inference utilities, but one is metric gathering on the last batch and the other is Mamba2 cache correctness." + "reason": "Metric-gathering label truncation is unrelated to Mamba2 cache correctness." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Different bug classes: input validation error messaging vs degenerate zero loss in single-label classification." + "reason": "Input validation error messaging and zero-loss classification behavior are different bugs." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/padding vs AutoTokenizer failing to load a FastSpeech tokenizer; unrelated failures." + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption on load vs cache sequence-length return type mismatch." + "reason": "Both are output-regression reports, but for different models and different mechanisms." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 long-input indexing are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Same general v5 theme, but different concrete bugs and code paths: Pegasus output drift vs CamemBERT MLM predictions." + "reason": "Non-persistent buffer corruption and `StaticCache.get_seq_length()` returning a tensor are different API regressions." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Unrelated multimodal issues: image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward." + "reason": "Image preprocessor dtype mismatch is unrelated to Gemma3n's attribute collision in forward()." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 long OCR input indexing." + "reason": "Both touch loading, but one corrupts non-persistent buffers while the other breaks FSDP CPU RAM-efficient loading." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Different issues: Apple Silicon warmup TypeError vs `from_config(dtype=...)` leaving config dtype stale." + "reason": "AppleSilicon warmup TypeError and stale `model.config.dtype` are not the same bug." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "One is a GLM-5 RoPE discussion/bug report, the other is docs cleanup for removed pipeline tasks." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Both are loading-related, but one is non-persistent buffer corruption and the other is broken FSDP CPU RAM-efficient loading." + "reason": "RoPE implementation discussion and docs mentioning removed pipeline tasks are unrelated." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/device mismatches, but they affect different models and different execution paths." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failure modes in different models." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: Qwen video-input regression vs Kosmos2.5 OCR indexing error." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "BLIP2 dtype handling and Video-LLaVA architecture/weight-sharing issues are not the same bug." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "Mask shape index error vs trainer.evaluate() failure after training are different code paths." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Both are video-input regressions in Qwen-family models, but they describe different concrete failures and likely different fixes." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Pipeline deprecation/error-message issue vs SigLIP2 nonsensical outputs; not a duplicate." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are separate bugs." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Tokenizer post-processor update logic and Whisper batch_decode special-token handling are distinct problems." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different multimodal bugs." } ] }, @@ -5585,10 +5674,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:28218", "issue:29159", @@ -5596,8 +5685,9 @@ "issue:36331", "issue:42175", "issue:43262", - "issue:43329", + "issue:43421", "issue:43526", + "issue:43540", "issue:43577", "issue:43582", "issue:43653", @@ -5606,40 +5696,44 @@ "issue:43742", "issue:43749", "issue:43782", + "issue:43818", "issue:43819", "issue:43825", "issue:43827", - "issue:44060", + "issue:43994", "issue:44291", - "issue:44368", "issue:44561", - "issue:44589", "issue:44610", "issue:44671", + "issue:44805", + "issue:44811", "issue:44857", "issue:44912", + "issue:44936", + "issue:44977", "issue:44991", "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:46285", "issue:46291", "issue:46294", - "issue:46326", "issue:46463" ], "soft_pairs": [ + "issue:43577|issue:43818", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43825|issue:43994", + "issue:43782|issue:44977", + "issue:43421|issue:44811", "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:44561|issue:45020", @@ -5660,197 +5754,198 @@ "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:43742|issue:45020", - "issue:45081|issue:45406", - "issue:44589|issue:45042", - "issue:45084|issue:45538", - "issue:45372|issue:46326", - "issue:44060|issue:44368", - "issue:43329|issue:45600" + "issue:45081|issue:45406" ], - "prepared_review_unit_hash": "e1b39b853ec64d6f65d1543e2df500f6064abc0bbd4622bb197bc0f180d26033", + "prepared_review_unit_hash": "8932daf762628a276cbf310418f48467fe0e5bc3a3830e418ce846614b6fa64c", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35905, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35562, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar but actually unrelated issue reports across tokenizers, model loading, processors, and warnings. I don\u2019t see a true duplicate pair that should be merged, and there is no single canonical issue/PR for the cluster.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers subsystems. No soft-edge pair is strong enough to merge as the same underlying bug/change, so all are rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45701 is the broadest and most umbrella-like issue in the set: it describes a version-wide tokenization regression rather than a single model- or processor-specific failure, making it the best representative if one issue must stand in for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the best global issue candidate for triage because it is the most generic regression report and could plausibly absorb nearby tokenizer-related complaints better than the more specialized bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different code paths and symptoms: BLIP2 dtype loading mismatch vs Video-LLaVA temporal-attention/weight-sharing issue." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "One is a mask/index shape mismatch error, the other is trainer.evaluate failing after train; no clear shared root cause." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they point to different Qwen models and different failure modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect pipeline error message about translation support, the other is a model output regression with AutoModel and pipeline." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: weight_only loading failure for Qwen3VL vs flash-attention generation issue for Qwen3.5." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update bug is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Both are loading failures, but one is a tokenizer load regression and the other is a kernels import/version dependency issue; different code paths." + "reason": "Tokenizer loading regression for a specific model is unrelated to pipelines import failing due to kernels version/revision requirements." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "One is a Qwen3.5-VL video feature/token mismatch, the other is a T5 decoder-input validation error message; unrelated bugs." + "reason": "Qwen video chat-template token/feature mismatch is unrelated to a T5 decoder-input validation error message." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention recent v5/remote_code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broader remote_code regression." + "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically about is_torch_fx_available removal and the other is a broader compatibility report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: image processor sizing versus dtype mismatches in inference." + "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are different bugs in different models." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch during inference." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "One is Blip2 dtype propagation, the other is an Apple Silicon allocator warmup TypeError; no shared underlying bug." + "reason": "Different platforms and failure types: BLIP2 dtype loading vs Apple Silicon TypeError in caching allocator warmup." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return type and return_tensors handling are separate API issues." + "reason": "StaticCache return type contract bug is unrelated to text_kwargs silently overriding return_tensors." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to pipeline removal, but one is an error message and the other is stale documentation; not the same fix." + "reason": "Both are v5 pipeline-related, but one is an error-message issue and the other is a docs cleanup issue." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both involve tokenization behavior, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." + "reason": "Added-token spacing regression and slow-vs-fast tokenizer inconsistency are too different without stronger evidence of the same root cause." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern model loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct failures." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct model-loading paths." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM output regression and generic tokenization changes are too broad and not the same concrete bug." + "reason": "CamemBERT masked LM regression is model-specific and not clearly the same as a generic tokenization change report." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "TensorFlow backend packaging and Mistral regex patching are unrelated." + "reason": "Missing TensorFlow backend in pip extras is unrelated to a Mistral tokenizer regex patch crash." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Allocator warmup on Apple Silicon and CUDA AMP image-loss crashes do not share a code path." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss float16 AMP/CUDA crashing." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated model/ \u0627\u0644\u062a\u062f\u0631\u064a\u0628 issues." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are entirely different components." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only error and the other is a rope-index temporal scaling bug." + "reason": "Qwen3VL weight_only loading error is not the same as Qwen2.5-VL rope index scaling bug." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIPTextModel structural inconsistency are unrelated implementation bugs." + "reason": "sys.modules access bug in modeling_utils is unrelated to the CLIPTextModel structure inconsistency." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different problems." + "reason": "BigBirdTokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling rate and DAC STE mismatch are unrelated audio/model issues." + "reason": "apply_chat_template sampling-rate defaulting and DAC.from_latents missing STE are different audio-processing issues." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction and RTDetrV2 output drift are separate vision-model bugs." + "reason": "BEiT label reduction bug and RTDetrV2 output drift in v5 are different model/processor regressions." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM key error is not the same as a broad remote_code regression." + "reason": "A specific KeyError when loading one model is not the same as broad remote_code compatibility breakage." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are attribute errors in loading/serving, but they hit different classes and different missing attributes." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup and torchvision dependency requirements are unrelated." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template compilation failure and CLIPTokenizer max_length misuse are unrelated issues." - }, - { - "left": "issue:45372", - "right": "issue:46326", - "accept": false, - "reason": "Both involve mistral_common, but one is an import dependency break and the other is a tokenizer chat-continuation behavior bug." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "The warning about tied weights in Qwen3-Next is not the same as a downstream LoRA fine-tuning warning in ms-swift." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "A multimodal token-count video branch bug and a removed config reference in auto_mappings are unrelated." + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate AttributeError failures in different code paths." } ] }, @@ -5869,10 +5964,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:36010", "issue:36331", @@ -5880,11 +5975,9 @@ "issue:39692", "issue:42175", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", "issue:43452", "issue:43526", "issue:43531", @@ -5892,47 +5985,54 @@ "issue:43638", "issue:43643", "issue:43645", - "issue:43650", - "issue:43696", "issue:43720", - "issue:43742", "issue:43746", - "issue:43749", "issue:43819", "issue:43854", "issue:43906", "issue:43927", - "issue:43931", + "issue:44060", + "issue:44368", "issue:44387", "issue:44479", "issue:44554", + "issue:44589", "issue:44610", "issue:44617", - "issue:44756", "issue:44811", "issue:44912", "issue:44936", "issue:44977", "issue:44991", "issue:45042", + "issue:45084", + "issue:45372", "issue:45459", + "issue:45538", + "issue:45600", "issue:45759", "issue:45803", "issue:46209", "issue:46291", + "issue:46326", "issue:46421", "issue:46424" ], "soft_pairs": [ + "issue:44589|issue:45042", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43329|issue:45600", "issue:43906|issue:46209", "issue:43526|issue:44554", "issue:43550|issue:44912", "issue:43638|issue:44936", "issue:43452|issue:44991", - "issue:36010|issue:43645", - "issue:36010|issue:36331", "issue:43257|issue:43329", "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:36010|issue:36331", "issue:42175|issue:46291", "issue:43531|issue:45042", "issue:43720|issue:44610", @@ -5946,226 +6046,211 @@ "issue:45459|issue:45803", "issue:43262|issue:44811", "issue:46421|issue:46424", - "issue:43329|issue:44479", - "issue:43257|issue:43696", - "issue:43650|issue:43906", - "issue:43329|issue:43450", - "issue:43257|issue:43931", - "issue:43749|issue:44756", - "issue:42915|issue:43742" + "issue:43329|issue:44479" ], - "prepared_review_unit_hash": "03eba7c92ba7824e2adcc805ff5058b06374e55e5f5366ac2ff69dbed9c32546", + "prepared_review_unit_hash": "0d8e0fdecd00edf26dbba36af6c17874859ab7ea6aca0137623507db8bbba9f7", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36459, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 28, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are clearly unrelated; the only plausible duplicate is the Qwen video-input regression pair, which appears to share the same broken video code path. No pull requests are present.", - "confidence": 0.56, - "canonical_issue_reason": "issue:44479 is the broadest and most user-facing report in the only likely duplicate pair, covering the same video-input regression across multiple Qwen VL/MoE models.", + "summary": "This cluster is mostly a loose collection of distinct Transformers issues, many around loading/import/config/processor regressions. I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate merges are rejected. I chose one broad loading-regression issue as the best representative, but it should not be treated as a duplicate umbrella for the rest.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44991 is the clearest broad, user-facing regression in the set: a Transformers 5.x tokenizer loading failure with a concrete version scope and reproducible symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the shared video-path bug because it names the affected model families and the regression context, making it the strongest anchor for deduping the related report.", + "best_issue_reason": "issue:44991 is the most actionable representative item among mostly unrelated reports because it describes a specific load failure, version boundary, and affected model path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: float8 storage lookup vs PIL backend torchvision dependency; no shared code path." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is a missing import for Gemma 4 loading and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they are different models and different underlying causes." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated areas: compile/template-node error vs CLIPTokenizer max_length constant." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting bug vs stale auto_mappings config references; not the same defect." + }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Different problems: a reproduction of an earlier issue versus an FP8 inference OOM on B200." + "reason": "Different issues: isolated repro of an older bug vs FP8 inference failure on B200." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated code paths: BeitImageProcessorFast label reduction versus an MPS attention correctness issue." + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different failures and subsystems: SDPA/torch.compile on Bamba versus MXFP4 quantization fallback on git-oss-20b." + "reason": "Different code paths and symptoms: SDPA/torch.compile failure vs MXFP4 quantization loading fallback." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training failures: ZeRO-3 with a non-pretrained Bert model versus evaluate() breaking after train()." + "reason": "Deepspeed ZeRO-3 index error during training is not the same as evaluate-after-train state handling." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but one is a gguf_file regression in auto classes and the other is a tokenizer load failure for a specific model." + "reason": "Both are from_pretrained/loading problems, but gguf_file breakage and a tokenizer load regression for EMBEDDIA/est-roberta are different bugs." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Different import/runtime regressions: GenerationMixin import path versus custom models in Jupyter notebooks." + "reason": "Qwen3 MoE weight conversion/load issue is unrelated to the undefined video-token helper bug." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Unrelated API breakages: import path for GenerationMixin versus CustomTrainer.compute_loss signature change." + "reason": "DAC from_latents mismatch and DiaConfig save/load token ID loss are separate model/config bugs." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Different subsystems: Qwen3 MoE weight conversion during loading versus multimodal token counting in the video branch." + "reason": "GenerationMixin import failure is not the same as Jupyter custom-model initialization breaking in Transformers 5.0." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Different model bugs: DAC from_latents mismatch versus DiaConfig save/load losing token IDs." + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are unrelated." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Different packaging/import issues: missing tensorflow backend versus kernels dependency requiring version or revision." + "reason": "Packaging/backends issue vs kernels package version/revision requirement; different dependency failures." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Different model/processor bugs: Qwen3-MoE sliding_window versus PIL backend image processors requiring torchvision." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different loading/processor issues: BitNet packed-weight handling versus OmDet-Turbo processor image size mismatch." + "reason": "Packed-weight unpacking during accelerate load is unrelated to OmDet-Turbo image size mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different symptoms and components: siglip2 zero probabilities versus OmDet-Turbo processor resolution mismatch." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth versus Sam3Video runtime memory exhaustion." + "reason": "General int4 reserved-memory OOM regression is different from Sam3Video runtime OOM." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different processor/model bugs: PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are separate processor/model bugs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors are not the same as a quantization loading regression." + "reason": "Documentation/example errors for SigLIP2 are not the same as MXFP4 loading fallback for git-oss-20b." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Different loading behaviors: trailing-slash local path warning versus Qwen3 MoE weight conversion under accelerate+deepspeed." + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific regressions: GLM-4.7-Flash test loading versus Qwen3.5 flash-attention generation." + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation bug are distinct model-specific issues." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Related config-loading themes, but different objects and bugs: AutoConfig missing fields versus AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "AutoConfig trust_remote_code field loss and composite Qwen multimodal config unwrapping are different configuration bugs." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different code paths and different failure modes." + "reason": "Both involve exception handling, but one is protobuf decode error masking and the other is a bare except in Fuyu tensor conversion." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different audio/Whisper behaviors: chat template sampling rate versus batch_decode special-token stripping." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode token skipping are unrelated processor behaviors." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Same cache area, but one is lazy-init recompilation while the other is max_cache_length being honored only for quantized cache." + "reason": "Chunked-prefill recompilation from lazy cache init is not the same as max_cache_length being honored only for quantized cache." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point to the same broken video path in VLM processing: the video branch of multimodal token handling/regression affecting Qwen VL/MoE models." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Different loading/quantization issues: Qwen3 MoE weight conversion versus GPT-oss-20b OOM." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "A placeholder issue title versus a reproduction of an import regression are unrelated." - }, - { - "left": "issue:43329", - "right": "issue:43450", - "accept": false, - "reason": "Related to video processing in a broad sense, but one is token counting and undefined helpers; the other is batched video processor output shape." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Different model-loading failures: Qwen3 MoE weight conversion versus Qwen3-VL weight shape mismatch." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Different memory/loading problems: FSDP CPU RAM efficient loading versus disabling mmap on Strix Halo." - }, - { - "left": "issue:42915", - "right": "issue:43742", "accept": false, - "reason": "Different models and causes: FineGrainedFP8Config failure on Qwen3Moe versus a key error loading MobileLLM-125M." + "reason": "Related multimodal/video area, but one is an undefined helper in token counting and the other is a broader video-input regression across Qwen VLM variants." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it only elevates the Qwen video-path pair as a plausible duplicate, and the rejected pairs are mostly separated by clearly different subsystems or failure modes. No PRs are present, so there is nothing mergeability-related to flag." - }, - "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 }, @@ -6177,53 +6262,52 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:28282", - "issue:29127", "issue:29159", "issue:33357", "issue:34567", "issue:34689", "issue:40990", - "issue:41720", "issue:42175", "issue:42915", + "issue:43257", "issue:43317", + "issue:43329", "issue:43404", "issue:43425", + "issue:43450", "issue:43452", "issue:43454", "issue:43525", - "issue:43540", "issue:43577", "issue:43582", "issue:43606", + "issue:43650", + "issue:43696", "issue:43697", "issue:43742", "issue:43749", "issue:43824", + "issue:43906", "issue:43927", - "issue:44062", + "issue:43931", "issue:44291", - "issue:44479", - "issue:44488", - "issue:44560", "issue:44568", + "issue:44756", "issue:44821", "issue:44849", "issue:44912", "issue:44987", - "issue:44991", "issue:45042", "issue:45127", "issue:45137", "issue:45356", "issue:45357", - "issue:45381", "issue:45405", "issue:45538", "issue:45701", @@ -6232,262 +6316,245 @@ "issue:46512" ], "soft_pairs": [ + "issue:43257|issue:43696", + "issue:43650|issue:43906", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43749|issue:44756", + "issue:42915|issue:43742", "issue:43454|issue:43577", "issue:43606|issue:45859", "issue:44291|issue:45042", + "issue:34567|issue:40990", "issue:42915|issue:44821", "issue:43525|issue:46291", - "issue:34567|issue:40990", "issue:43927|issue:44912", "issue:29159|issue:34567", - "issue:44987|issue:45538", "issue:44568|issue:45356", + "issue:44987|issue:45538", "issue:43697|issue:45357", - "issue:42915|issue:45538", "issue:43404|issue:45127", + "issue:42915|issue:45538", "issue:43425|issue:46291", "issue:45137|issue:45405", "issue:28282|issue:34689", - "issue:42175|issue:43824", "issue:43577|issue:46512", - "issue:43452|issue:43582", + "issue:42175|issue:43824", "issue:33357|issue:34567", + "issue:43452|issue:43582", "issue:43317|issue:45538", "issue:43742|issue:44291", - "issue:44849|issue:45701", - "issue:44062|issue:44991", - "issue:28282|issue:29127", - "issue:44479|issue:45381", - "issue:41720|issue:43540", - "issue:43540|issue:44560", - "issue:43540|issue:44479", - "issue:42915|issue:43749", - "issue:42175|issue:44488" + "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "a888ec1bb59069ecf6d7fcfbcb657d99b6ee7632ca041e1968cbcbe66f98e515", + "prepared_review_unit_hash": "04f3414aa49d2932d03b690a6918496b207feeac4b7fc93a556e5794b82bee60", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37032, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35800, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with one clear duplicate-like pair around Qwen video-input regressions. The only soft edge I would merge is the broad 5.3.0 Qwen video regression with the specific qwen2.5-vl vision_position_ids report; the rest are different bugs despite superficial tokenizer/offload/dtype overlap.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broadest and most central report in the only strong duplicate-like pair, covering the same Qwen video-input regression family that issue:45381 narrows to qwen2.5-vl vision_position_ids.", + "summary": "The set does not form a tight duplicate cluster; most pairs are only superficially related by broad themes like loading, tokenization, offload, or quantization. I would reject all soft-edge candidate merges.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must be chosen, issue 46512 is the best representative because it is the newest, open, and broadly scoped around model construction/config dtype behavior; however, there is no strong true duplicate hub here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best overall issue representative here: it describes a concrete regression, spans the wider affected Qwen VL family, and most plausibly subsumes the more specific qwen2.5-vl follow-up.", + "best_issue_reason": "Issue 46512 is the most suitable standalone representative among this mixed set, but only weakly so; the collection spans multiple unrelated bug classes and should not be consolidated as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Both involve model parameter handling, but one is lm_head tying in Mistral3 and the other is dtype propagation in Blip2; different code paths and failure modes." + "reason": "Both involve Qwen/gpt-oss model loading and memory/precision concerns, but one is about MOE weight conversion under accelerate+deepspeed and the other is a CUDA OOM report for gpt-oss-20b; different bugs." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both mention CPU offload, but one is a device mismatch for bark-small and the other is a rotary-embedding compatibility bug in Qwen3_5Moe; not the same bug." + "reason": "No meaningful overlap: one is a vague request, the other is an isolated reproduction of a different upstream issue." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Both mention video-related processing, but one is a tokenizer token-count bug and the other is batched video processor shape handling; different code paths." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 loading and AutoImageProcessor URL loading are unrelated issues." + "reason": "Both are model-loading failures, but one is about MOE weights not being converted with accelerate+deepspeed and the other is a Qwen3-VL shape mismatch; not the same defect." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to importing transformers.pipelines failing on kernels version/revision requirements." + "reason": "Both touch memory/performance behavior, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are distinct problems with different fixes." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "TrainerState token accounting and high perplexity on gpt-oss are unrelated." + "reason": "Both are loading failures, but one is Qwen3Moe + FineGrainedFP8Config and the other is a key error for MobileLLM-125M; unrelated underlying bugs." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "DiaConfig losing custom token IDs on save/load is unrelated to MXFP4 quantization falling back to bf16." + "reason": "One is a missing lm_head tie in Mistral3 causing bad generation; the other is dtype propagation for BLIP2/QFormer. Similar category, not the same bug." }, { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState.num_input_tokens_seen not updating." - }, - { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "A model-loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length bug." + "reason": "Both mention CPU offload, but they affect different models and different failure modes; not mergeable as one fix." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior for mdeberta-v3-base and the other is Kimi-K2.5 codec/warning handling; different fixes." + "reason": "Completely different areas: init_empty_weights argument handling versus PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-encoder key issues are unrelated." + "reason": "Trainer token accounting not updating and high perplexity on gpt-oss are unrelated symptoms and code paths." }, { "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "Qwen3Moe FP8 config loading and CLIPTokenizer max_length are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:45127", + "right": "issue:44821", "accept": false, - "reason": "Both touch weight tying, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA merge collapse with extended vocab; not the same bug." + "reason": "Model quantization/loading issue versus AutoImageProcessor URL loading; no shared underlying bug." }, { - "left": "issue:43425", + "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to kernels import-time version/revision validation." + "reason": "Llama4Config pad_token_id and pipeline import failing due to kernels version/revision requirements are unrelated." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT version bump issue." + "reason": "Saving/loading custom token IDs and MXFP4 quantization fallback are different bugs." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "PyTorch missing import error and Llama 3.2 Vision model-loading breakage are different problems." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counter updates are separate issues." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Tensorflow backend packaging and missing Qwen2_5_VL import are unrelated." + "reason": "Both are tokenizer regressions, but they concern different models and different regression mechanisms; too broad to call a duplicate." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Both mention dtype, but one is a loading-time submodule dtype mismatch and the other is config.dtype being stale after from_config; different symptoms and likely different fixes." + "reason": "Loading physical-intelligence/fast under transformers>=5.1.0 and CLIPTokenizer max length behavior are unrelated." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "gguf_file loading failures and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "RTDetr output differences and Qwen3.5 save_pretrained key regressions are distinct model-specific bugs." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + "reason": "Both involve embedding/weight tying, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse with extended vocab; not the same concrete bug." }, { - "left": "issue:43317", + "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "device_map/offload loading failure and CLIPTokenizer max_length are unrelated." + "reason": "Quantization/loading failure versus tokenizer max_length misuse; no shared fix path." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "facebook/MobileLLM key error is unrelated to init_empty_weights unexpected argument handling." + "reason": "Torch version incompatibility and kernels dependency resolution are separate dependency issues." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior and a general tokenization-version change are not the same bug." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT minimum-version bump are unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to tokenizer loading failure for EMBIDDIA/est-roberta." + "reason": "ImportError for missing PyTorch and a model-loading regression in Transformers 4.46.2 are different issues." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "PyTorch missing import error and LayoutLMv3 error-message clarity are unrelated." + "reason": "BLIP2 dtype propagation and stale config.dtype after from_config are related to dtype handling, but they are not the same bug or same code path." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen VL video-input regression in 5.3.0; 45381 is a specific manifestation of the broader video-input bug described in 44479." + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping and Qwen3OmniMoe video input value error are different failures." + "reason": "MacOS bus error on CLIP model loading and TrainerState token counting are entirely different problems." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different Qwen video-input failures on different model families and error types; not clearly the same concrete bug." + "reason": "GGUF loading path breakage and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Same broad area, but 44479 is a specific Qwen VL video regression across several models while 43540 is a separate Qwen3OmniMoe input-processing ValueError." + "reason": "Device-map/offload failure for dequantized models and CLIPTokenizer max_length behavior are not the same bug." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 config loading and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated." + "reason": "Key error loading MobileLLM-125M and init_empty_weights TypeError are different loading failures with different causes." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Missing TensorFlow backend in a torch install is unrelated to a model-loading failure for cjvt/sleng-bert." + "reason": "Qwen3.5 output_hidden_states bug and a version-dependent tokenization change are not duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The canonical/best issue choice is supported by the titles and descriptions, and the only accepted soft edge (44479 \u2194 45381) is a plausible broad/specific duplicate pair. The remaining soft-edge rejections stay cautious and do not overclaim equivalence." - }, - "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 }, @@ -6499,32 +6566,37 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "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:43404", - "issue:43452", "issue:43493", "issue:43526", - "issue:43531", + "issue:43540", "issue:43577", "issue:43742", + "issue:43749", "issue:43756", "issue:43906", "issue:43994", "issue:44062", "issue:44291", + "issue:44479", "issue:44488", + "issue:44560", "issue:44568", "issue:44589", "issue:44737", @@ -6533,258 +6605,260 @@ "issue:44898", "issue:44964", "issue:44987", + "issue:44991", "issue:45042", "issue:45072", "issue:45081", "issue:45325", - "issue:45357", "issue:45381", - "issue:45405", "issue:45479", "issue:45488", "issue:45588", - "issue:45600", - "issue:45823", "issue:45907", - "issue:45920", - "issue:45987", "issue:46399", "issue:46463", "issue:46468", "issue:46491" ], "soft_pairs": [ + "issue:44062|issue:44991", + "issue:28282|issue:29127", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:43749", "issue:24643|issue:29159", + "issue:42175|issue:44488", "issue:38175|issue:44898", "issue:43493|issue:43994", "issue:44987|issue:45907", "issue:44568|issue:45488", - "issue:44291|issue:44821", "issue:27957|issue:28282", - "issue:44737|issue:46463", + "issue:44291|issue:44821", "issue:34567|issue:36331", + "issue:44737|issue:46463", "issue:43257|issue:43756", "issue:43577|issue:45072", "issue:44792|issue:44964", "issue:44062|issue:45081", "issue:45042|issue:45081", "issue:43742|issue:44589", - "issue:44737|issue:45588", "issue:44568|issue:46491", "issue:43906|issue:46468", + "issue:44737|issue:45588", "issue:43756|issue:46399", "issue:43756|issue:45325", - "issue:43526|issue:45479", - "issue:43404|issue:45987", - "issue:45823|issue:46463", - "issue:43531|issue:44821", - "issue:45405|issue:45600", - "issue:43452|issue:44488", - "issue:45357|issue:45920", - "issue:43906|issue:45381" + "issue:43526|issue:45479" ], - "prepared_review_unit_hash": "808adac7a1384bfff06bc988859ea7c2fac0a20889061c5c0254c8afd376d943", + "prepared_review_unit_hash": "6bd6a14152bbd6ef72fa75b3446657992e215963f3c2b3400f818466178bed85", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36508, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "soft_pair_count": 29, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with one plausible duplicate pair around SigLIP2 model correctness. The rest differ by model, code path, or failure mode and should not be merged.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45920 is the broadest, most central open issue in this set: it covers a multi-model AutoTokenizer regression with inbound references and likely subsumes the tokenizer-regression theme better than the narrower single-model reports.", + "summary": "This cluster is mostly a set of unrelated model- and tokenizer-specific regression reports. The only clear duplicate-like pairs are the SigLIP2 reports and the Qwen2.5-VL/Qwen3 video-position regression reports; the rest are too different in model, code path, or symptom to merge.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44479 is the strongest representative: it describes a concrete v5.3.0 video-input regression, affects multiple Qwen VL variants, and captures the common failure path better than the narrower follow-ups.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue anchor because it is broad, active, and represents a multi-model regression rather than a one-off symptom.", + "best_issue_reason": "44479 is the best single issue to anchor this cluster because it has broad impact, a clear regression claim, and a shared code path across several affected models.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load failures, but they involve different models and different root causes; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import vs LayoutLMv3 box-validation error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen video-position regression in v5.3.0; 45381 is a narrower instance of the broader 44479 bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen models and different failures (device-mapping CUDA assert vs video-input ValueError)." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but the models and failure modes differ." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing error is not the same code path as the Qwen2.5-VL/Qwen3 VL position-id regression." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM-efficient loading are separate training/loading problems." + }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "Different subsystems and failure modes: DeepSpeed training weight shape error vs tokenizer inconsistency." + "reason": "DeepSpeed weight-shape training error is unrelated to tokenizer inconsistency." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs model loading failure; no shared bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both involve vision models, but the models and bugs differ: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." + "reason": "Different vision-model failures with different symptoms and code paths." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same model family and same underlying SigLIP2 correctness problem; the second looks like a symptom of the HF-vs-JAX implementation mismatch." + "reason": "Both concern the same SigLIP2 correctness problem: HF outputs diverge from expected behavior for the google/siglip2-base-patch16-224 model." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Unrelated: model loading regression for a specific repo vs a hub API argument-forwarding CI break." + "reason": "Model loading regression vs repository-file listing helper bug are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and appear to be different concrete bugs." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "One is an init_empty_weights constructor-argument error; the other is loading AutoImageProcessor from URL." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and distinct behaviors." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Different issues entirely: Flash Attention 2 support vs missing PyTorch import." + "reason": "Flash Attention/XLM-Roberta issue is unrelated to the PyTorch-missing import error." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "XLNet device-placement bug and T5 decoder-input validation are unrelated." + "reason": "Unexpected init argument during loading is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Both are Trainer-related, but one is token accounting and the other is a custom compute_loss signature break." + "reason": "Trainer token-count bookkeeping and custom compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 decoder-input validation message are unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model-specific bugs: MoE weight conversion vs Smollm3 RoPE layer handling." + "reason": "Qwen3 MoE FP8 loading and Smollm3 RoPE-layer dropping are different model-specific bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype problems in different model families; not the same code-path bug." + "reason": "Both mention dtype mismatches, but they are different models and different failure paths." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal failures: janus image-generation test vs Phi-4 multimodal loading." + "reason": "Janus test failure and Phi-4 multimodal model load failure are not the same bug." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken constructor conflict is unrelated to the Mistral regex patch crash." + "reason": "AddedToken special-argument duplication is unrelated to Mistral regex patching." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency issue vs tokenizer regex patch crash; separate bugs." + "reason": "Image-processor torchvision dependency regression is unrelated to tokenizer regex crashing." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs Float8 storage type resolution." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "Different code paths and symptoms: XLNet CPU arange vs flash_attention s_aux None crash." + "reason": "MobileLLM key error and Float8 storage lookup failure are distinct load-time issues." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both tokenizer regressions, but one is BOS/EOS special-token insertion and the other is encode-decode leading-space handling." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is encode/decode whitespace preservation; different bugs." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction of an old issue and a Nemotron example breakage are not the same concrete bug." + "reason": "An isolated reproduction of one issue does not match the Nemotron example breakage without stronger evidence of the same code path." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel registration error are unrelated." + "reason": "Smollm3 RoPE-layer issue and Qwen3.5 kernel registration crash are different model/runtime bugs." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL rope-index regression, unrelated to Smollm3 RoPE-layer dropping." + "reason": "Different models and different rotary-position bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is BeitImageProcessorFast label reduction; the other is sequence-classification loss degeneracy." - }, - { - "left": "issue:43404", - "right": "issue:45987", - "accept": false, - "reason": "Unrelated: Mistral3 weight tying vs cache sequence-length return type." - }, - { - "left": "issue:45823", - "right": "issue:46463", - "accept": false, - "reason": "Gemma4 device-map mismatch is unrelated to T5 decoder input validation." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are different bugs." - }, - { - "left": "issue:45405", - "right": "issue:45600", - "accept": false, - "reason": "A dependency-version bump problem is not the same as stale auto_mappings references." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "GGUF loading breakage and a specific model load failure are different symptoms with no clear shared code-path." - }, - { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Different regression classes: save_pretrained visual-key serialization vs wrong AutoTokenizer token IDs." - }, - { - "left": "issue:43906", - "right": "issue:45381", - "accept": false, - "reason": "Different Qwen-related issues; one is a reproduction of another issue, the other is a vision-position-id bug." + "reason": "BEiT fast processor label reduction bug is unrelated to sequence-classification loss degeneracy." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. issue:45920 is the broadest open tokenizer-regression anchor in the packet, and the only soft accept (issue:43493 vs issue:43994) is plausibly the same SigLIP2 bug family without overreaching. The remaining reject verdicts stay conservative and are supported by distinct titles/code paths." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the titles and both look plausibly duplicate-like, while the rejections avoid overclaiming shared root causes or mergeability. The chosen canonical issue is also a reasonable representative for the broader Qwen video-position regression cluster." }, "evaluator_used": true, "retried": false, @@ -6800,10 +6874,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:24643", "issue:28282", @@ -6812,26 +6886,26 @@ "issue:35141", "issue:38175", "issue:41762", - "issue:42898", "issue:43295", + "issue:43404", "issue:43452", "issue:43531", - "issue:43577", "issue:43643", "issue:43653", "issue:43688", "issue:43697", "issue:43720", - "issue:43742", "issue:43749", "issue:43819", + "issue:43906", "issue:44361", "issue:44442", "issue:44466", + "issue:44488", "issue:44493", - "issue:44514", "issue:44625", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", @@ -6840,28 +6914,36 @@ "issue:45005", "issue:45200", "issue:45216", - "issue:45356", + "issue:45357", "issue:45372", "issue:45375", "issue:45381", - "issue:45542", + "issue:45405", + "issue:45600", "issue:45823", + "issue:45920", + "issue:45987", "issue:46050", "issue:46121", "issue:46170", - "issue:46178", - "issue:46463", - "issue:46491" + "issue:46463" ], "soft_pairs": [ + "issue:45823|issue:46463", + "issue:43404|issue:45987", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43452|issue:44488", + "issue:43906|issue:45381", + "issue:45357|issue:45920", "issue:44625|issue:44877", "issue:44913|issue:46121", "issue:43720|issue:44898", "issue:43697|issue:45216", "issue:43643|issue:45375", "issue:24643|issue:29127", - "issue:41762|issue:44936", "issue:28282|issue:32090", + "issue:41762|issue:44936", "issue:45200|issue:46463", "issue:28282|issue:35141", "issue:44493|issue:46050", @@ -6873,212 +6955,208 @@ "issue:38175|issue:43295", "issue:44936|issue:45823", "issue:43653|issue:44361", - "issue:45372|issue:46170", - "issue:45542|issue:46178", - "issue:43452|issue:43577", - "issue:42898|issue:46491", - "issue:44514|issue:45381", - "issue:43295|issue:45356", - "issue:43531|issue:43742", - "issue:43577|issue:43697" + "issue:45372|issue:46170" ], - "prepared_review_unit_hash": "dd17ae21f3c419dd4a50b53202b066728e06ea21e0ef068dca4e2c12ebff8d10", + "prepared_review_unit_hash": "7c02c496379d3f6b86293e9911be946abcae8e2104ab57282088d1b061ada407", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35646, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a high-similarity but false-positive mix of unrelated bugs across tokenizers, configs, training, and model-loading; no duplicate core issue/PR emerges.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue covers the cluster; the reports span unrelated subsystems (tokenizers, config loading, training, serialization, and model-specific regressions).", + "summary": "The cluster is mostly heterogeneous; nearly all soft pairs are unrelated bug reports. The only plausible duplicate pair is the tied-weights regression pair (issue:44466 and issue:45005).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45005 is the broader, more representative report for the tied-weights regression in v5, and it best subsumes the narrower device-dependent lm_head.weight serialization symptom in issue:44466.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical here because the paired items do not share one underlying bug or code path.", + "best_issue_reason": "issue:45005 is the best cluster representative because it describes the underlying tied-weights bug at the right level of abstraction, matching the only credible duplicate relationship in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different models and different failure modes: Gemma4 device mismatch vs T5 decoder-input validation error message." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated problems: tied lm_head weights in Mistral3 vs StaticCache sequence-length return type." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and bugs: Qwen3-MoE sliding-window behavior vs AutoImageProcessor loading from URL." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump, the other is stale auto-mapping references; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different code paths and different model-specific causes." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Distinct issues in different vision model paths; one is a reproduction of an earlier issue, not this Qwen video-position-id bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: incorrect saved visual encoder keys vs wrong token IDs from AutoTokenizer." + }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config bugs: num_labels propagation vs strict loading of granite_speech." + "reason": "One is config propagation for num_labels; the other is strict config loading for granite_speech." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Unrelated config issues: rotary_pct reload vs JSON list handling in rope validation." + "reason": "Both touch RoPE/config handling, but one is reload defaulting and the other is a TypeError during dict conversion." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: BitNet packed-weight loading vs Perceiver non-default resolution." + "reason": "Unrelated: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained corruption." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but different models and different missing-field behavior." + "reason": "Both mention missing config fields, but the root causes and model paths differ." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight-dimension error is unrelated to LayoutLMv3 box-content validation." + "reason": "DeepSpeed training crash vs LayoutLMv3 error-message clarity; not the same bug." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure is unrelated to Trainer evaluate-after-train behavior." + "reason": "ImportError for missing PyTorch vs NoneType broadcast TypeError are unrelated." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Missing PyTorch import and NoneType broadcast error are different failure modes." + "reason": "Different trainer/loading issues with no shared code-path." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder validation messaging are unrelated." + "reason": "Gemma 4 multimodal token-type handling vs T5 decoder-input validation are unrelated." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Torch import failure is unrelated to post-init reinitializing tied embeddings." + "reason": "Missing PyTorch dependency vs embedding reinitialization after resize are different bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id unexpected-key issue is unrelated to sinq save/load quantization breakage." + "reason": "Unexpected position-id keys during loading vs sinq quantization save/load breakage are distinct." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is a serialization bug and the other a broader translation-model issue." + "accept": true, + "reason": "Both describe the same tied-weights regression in v5; 44466 is a specific serialization symptom and 45005 is the broader report." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44811", + "right": "issue:45987", "accept": false, - "reason": "GGUF loading breakage is unrelated to unconditional model_info() offline-mode failure." + "reason": "Processor batch_decode token handling vs StaticCache return type mismatch are unrelated." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44843", + "right": "issue:45372", "accept": false, - "reason": "DAC latent mismatch and Whisper batch_decode skip_special_tokens are different code paths." + "reason": "Offline Hub model_info call in tokenizer loading vs Gemma4 processor import failure are different issues." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44898", + "right": "issue:45375", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Perceiver interpolation failure and Qwen3_5MoeVisionConfig field dropping are separate model bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizers, different errors, different loading paths." + "reason": "Different tokenizer failures affecting different models and code paths." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are separate model/processor bugs." + "reason": "Siglip2 zero-probability output bug vs processor/tokenizer regression in v4.57.5 are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure is unrelated to Gemma4 device-mapping mismatch." + "reason": "Trainer lifecycle failure vs Gemma4 forward device mismatch are different problems." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer AttributeError." + "reason": "BigBird special-token decode issue vs MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 mistral_common import failure is unrelated to Windows ROCm torch.distributed dependency issues." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "TensorBoard-without-TF backend issue is not the same as missing tensorflow_text backend mapping." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "GGUF loading breakage and Blip2 dtype mismatch do not share a code path." - }, - { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "Global cleanup behavior change and CodeLlama round-trip space stripping are different tokenizer regressions." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Batched chat-template crash and video position-id bug are separate Qwen2.5-VL issues." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Custom processor.tokenizer regression is unrelated to Kimi-K2.5 codec handling." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug and MobileLLM key error are unrelated." - }, - { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "Blip2 dtype persistence and RTDetrV2 output differences are unrelated." + "reason": "Gemma4 mistral_common import breakage vs Windows ROCm torch.distributed dependency problem are distinct." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet: the cluster is mostly heterogeneous, and the only pair that clearly shares a specific theme by title is issue:44466 with issue:45005. The soft-edge verdicts are generally conservative and avoid overclaiming duplicates for unrelated issues." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7093,25 +7171,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:29159", "issue:32090", "issue:33357", "issue:33666", "issue:36010", - "issue:36331", "issue:41720", - "issue:43262", + "issue:42898", "issue:43295", - "issue:43504", + "issue:43452", + "issue:43531", "issue:43550", "issue:43577", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", + "issue:43697", "issue:43742", "issue:43749", "issue:43756", @@ -7122,10 +7199,7 @@ "issue:44479", "issue:44484", "issue:44514", - "issue:44554", - "issue:44561", "issue:44568", - "issue:44610", "issue:44625", "issue:44704", "issue:44734", @@ -7134,251 +7208,253 @@ "issue:44843", "issue:44977", "issue:44991", - "issue:45290", + "issue:45356", + "issue:45381", "issue:45440", "issue:45491", + "issue:45542", "issue:45701", "issue:45704", "issue:46002", "issue:46050", + "issue:46178", "issue:46402", + "issue:46491", "issue:46612" ], "soft_pairs": [ + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:44514|issue:45381", + "issue:43295|issue:45356", + "issue:43531|issue:43742", "issue:44484|issue:44704", + "issue:43577|issue:43697", "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:44843|issue:44991", "issue:44464|issue:44743", "issue:43688|issue:45704", - "issue:43653|issue:43927", "issue:29159|issue:33357", + "issue:43653|issue:43927", "issue:43756|issue:46402", "issue:43688|issue:45440", "issue:43550|issue:43927", - "issue:44479|issue:44625", "issue:43688|issue:45701", + "issue:44479|issue:44625", "issue:43550|issue:44361", "issue:45491|issue:46002", "issue:44734|issue:46612", "issue:33666|issue:36010", "issue:44464|issue:44977", - "issue:43742|issue:44821", "issue:32090|issue:33666", + "issue:43742|issue:44821", "issue:41720|issue:44464", - "issue:43643|issue:44561", - "issue:44466|issue:46050", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:44514|issue:45290", - "issue:43577|issue:44554", - "issue:43504|issue:44610", - "issue:43720|issue:43927", - "issue:33666|issue:36331", - "issue:43262|issue:43295" + "issue:44466|issue:46050" ], - "prepared_review_unit_hash": "f4de607f16b09f10e022a8f5eeb4dbd79fa8ca5bf2ffed169a34edd8cf79fc7f", + "prepared_review_unit_hash": "c94e09153482094c64f9a289345068d22f95c70363ba68579a8782a00a9e2482", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37152, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "soft_pair_count": 29, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous grab-bag of unrelated tokenizer, loading, generation, processor, and training issues; none of the soft edges look like true duplicates, so every candidate pair is rejected.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out: the items span distinct bugs and regressions across unrelated code paths. If one must be named as the broadest representative, issue 45701 is the most general tokenizer-regression report, but it is not a true duplicate anchor for the rest.", + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers issues. A few items are tokenizer/version regressions, but the soft pairs are not the same concrete bug or fix path, so none should be merged together.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45701 is the broadest and most central tokenizer-regression report in the set, and it best represents the cluster\u2019s strongest shared theme of version-dependent tokenization changes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the closest thing to a global representative only because it is broad and active, covering version-dependent tokenization behavior; however, it is still not semantically aligned with most other items.", + "best_issue_reason": "45701 is the most useful umbrella issue for this cluster because it is broad, user-facing, and closer to the common tokenizer-behavior theme than the model- or training-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend-related errors, but one is TensorBoard-without-TensorFlow causing an undefined tf backend path, while the other is a tensorflow_text backend-mapping error; different failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Unrelated bugs: gguf loading/from_pretrained breakage versus Blip2 dtype propagation staying float32." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 clean_up_tokenization_spaces behavior change and the other is a CodeLlama round-trip leading-space issue; not the same code path." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL family issues, but one is a batched chat-template crash and the other is wrong video vision_position_ids; different defects." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different problems: processor.tokenizer/image passthrough regression versus Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific failures: Qwen3-MoE sliding_window behavior versus MobileLLM loading key error." + }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Both mention save/load plumbing, but one is about `max_shard_size` in `save_pretrained()` and the other about kwargs not reaching `cached_file`; different bugs." + "reason": "One is about save_pretrained shard sizing, the other about AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading bug and RTDetrV2 output divergence are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer special-token behavior, but they affect different tokenizers and different failure modes; not the same underlying bug." + "reason": "Both concern special-token handling, but they affect different tokenizers and different failures (mask token registration vs BOS/EOS addition)." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "`trust_remote_code` config field loss and broken FSDP CPU-efficient loading are unrelated issues." + "reason": "Transformers 5 custom-init breakage and FSDP_CPU_RAM_EFFICIENT_LOADING are different regression classes." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "One is an offline-mode `model_info()`/regex patching problem; the other is a tokenizer-loading failure for a specific model. Different causes." + "reason": "Both are tokenizer loading problems, but one is an offline-mode model_info() call and the other is a specific tokenizer load failure for a model repo." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both are generation/cache-related, but one is chunked compiled forward inconsistency and the other is recurrent-state reset in a specific modular model path; not one bug." + "reason": "Both touch generation/cache logic, but one is compiled-forward chunked generation inconsistency and the other is recurrent-state reset in modular_qwen3_5." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization and an Apex RMSNorm memory leak are clearly different issues." + "reason": "Completely different bugs: auxiliary-loss normalization versus apex FusedRMSNorm memory leak." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Special-token registration bug vs. config token-ID persistence bug; related domain, different root cause." + "reason": "Tokenizer inconsistency versus a MacOS bus error on a CLIP model; unrelated subsystems and symptoms." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error in a CLIP model are unrelated." + "reason": "Both are token-related, but one is BigBird mask-token decoding and the other is DiaConfig custom token IDs lost on save/load." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 and missing text-encoder weight loading in Sam3 are different model-loading problems." + "reason": "RoPE-layer dropping in Smollm3 and Sam3 text encoder weights not loading are unrelated model-architecture/load bugs." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different code paths and bugs." + "reason": "Different MoE-related issues with different failure modes and code paths; not the same bug." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "torch.compile+SDPA failure for Bamba-9B-v2 is unrelated to DiaConfig token ID persistence." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Video-input regression and `num_labels` propagation are unrelated." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to the broad tokenization regression in 45701." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Aux-loss normalization is unrelated to broad tokenizer-version behavior changes." + "reason": "Video-input regression in Qwen VL models versus num_labels propagation in Qwen3.5; different model features." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA failure and MLukeTokenizer attribute error are different bugs." + "reason": "Bamba torch.compile/SDPA issue versus MLukeTokenizer AttributeError; unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but they occur in different models and with different triggers; not the same defect." + "reason": "Both mention NaNs, but one is sliding-window/all-padding attention embeddings and the other is classification-head NaNs after checkout/init." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both touch generation cache logic, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder skipping for specific models; distinct bugs." + "reason": "Both involve generation cache handling, but one is KV-cache continuation in serve and the other is beam-search cache reorder omission across models." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a `GenerationMixin` import error are unrelated." + "reason": "Multi-GPU training support issue versus a GenerationMixin import error; different failure classes." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failures are different generation regressions." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "Model key error on load and `AutoImageProcessor` URL loading are unrelated." + "reason": "Different generation regressions: compiled-forward chunking versus flash-attention behavior in Qwen3.5." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType handling and Qwen2-VL multi-GPU training are different issues." + "reason": "Both relate to training/distributed usage, but one is a NoneType broadcast error and the other is Qwen2-VL multi-GPU training support." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and chunked-generation compiled-forward inconsistency are not the same bug." + "reason": "Key error loading a causal LM versus inability to load AutoImageProcessor from URL; unrelated components." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Missing config fields with `trust_remote_code` and removal of `is_torch_fx_available` breaking custom models are different root causes." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and chunked-generation compiled-forward inconsistency are different bugs." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Device-dependent `lm_head.weight` serialization and quantized save/load breakage are both persistence issues, but not the same one." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Beit legacy-field loading failure and Bamba torch.compile/SDPA failure are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Beit legacy-field loading and BitNet packed-weight loading during accelerate are different load-path bugs." - }, - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both are `apply_chat_template` crashes, but they involve different inputs and failure modes; not clearly the same underlying bug." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness issue are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Pretrained-model legacy-field loading and OmDet-Turbo processor size mismatch are different issues." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-passing regression are both processor-related, but they are separate bugs." + "reason": "Both involve model save/load behavior, but one is device-dependent lm_head serialization and the other is broken quantized-model persistence." } ] }, @@ -7397,30 +7473,30 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:28218", "issue:33357", "issue:33666", + "issue:36331", "issue:39692", - "issue:43257", + "issue:43262", "issue:43278", "issue:43295", - "issue:43299", - "issue:43334", "issue:43452", "issue:43493", + "issue:43504", "issue:43525", - "issue:43540", + "issue:43550", "issue:43572", - "issue:43575", + "issue:43577", "issue:43606", + "issue:43643", "issue:43646", "issue:43688", - "issue:43701", "issue:43720", "issue:43825", "issue:43844", @@ -7430,38 +7506,47 @@ "issue:44451", "issue:44466", "issue:44488", + "issue:44514", "issue:44554", - "issue:44568", + "issue:44561", "issue:44589", + "issue:44610", "issue:44625", "issue:44843", "issue:44849", "issue:44964", "issue:44977", + "issue:45290", "issue:45357", "issue:45405", "issue:45520", "issue:45584", - "issue:45759", - "issue:45812", "issue:45823", "issue:46050", "issue:46192", "issue:46209", - "issue:46365", - "issue:46489" + "issue:46365" ], "soft_pairs": [ + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43643|issue:44561", + "issue:44514|issue:45290", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43262|issue:43295", "issue:43606|issue:43927", "issue:44554|issue:46365", - "issue:43525|issue:43572", "issue:44977|issue:46209", + "issue:43525|issue:43572", "issue:43278|issue:43688", - "issue:43452|issue:44451", "issue:43720|issue:44361", + "issue:43452|issue:44451", "issue:43493|issue:43825", - "issue:39692|issue:43493", "issue:44964|issue:45405", + "issue:39692|issue:43493", "issue:45823|issue:46050", "issue:43994|issue:46192", "issue:44625|issue:45584", @@ -7471,240 +7556,231 @@ "issue:43493|issue:43844", "issue:43278|issue:43844", "issue:43646|issue:44466", - "issue:44488|issue:44843", "issue:33357|issue:33666", + "issue:44488|issue:44843", "issue:44849|issue:45357", - "issue:44589|issue:45520", - "issue:44568|issue:46489", - "issue:43540|issue:44977", - "issue:43257|issue:43299", - "issue:43278|issue:43701", - "issue:43927|issue:44361", - "issue:43334|issue:43572", - "issue:43575|issue:45405", - "issue:44568|issue:45812", - "issue:43334|issue:45759" + "issue:44589|issue:45520" ], - "prepared_review_unit_hash": "3fe02b8708df1bcd32454beed5ebecc5f7836c7fa34c1369794c99cd7f5f8156", + "prepared_review_unit_hash": "35042d70a92aefc7635d167c11304cd2f6fec0817b10654011a8bc1a3503d8de", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37304, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "serialized_chars": 37402, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These pairs are mostly false positives from broad lexical overlap (tokenizer/config/load/regression wording) rather than the same underlying bug. I did not find any pair that is clearly the same concrete change or failure mode.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style regression report here (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), making it the best representative issue for this mixed cluster.", + "summary": "These issues are mostly unrelated single-bug reports; the soft edges overlap only at a broad subsystem level (tokenizers, configs, multimodal processors) and do not look like true duplicates. I rejected all soft pairs.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43720 is the strongest standalone bug report here: it describes a concrete, reproducible loading failure with a narrow code path (packed weights not unpacked during accelerate loading).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 has the widest scope and is the most plausible hub for version-wide breakage, while the rest are narrower model-specific or subsystem-specific reports.", + "best_issue_reason": "issue:43720 is the best issue to anchor on because it is specific, actionable, and clearly describes a single failure mode rather than a broad regression report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Different failures: CPU offload device mismatch vs save/load config token-id loss and generation IndexError." + "reason": "Different bugs: legacy-field pretrained preset loading vs torch.compile/SDPA failure in another model." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Unrelated subsystems: MPS attention correctness vs Trainer import failure tied to datasets." + "reason": "Both are loading-related, but they hit different code paths and failure modes (legacy field vs packed-weight unpacking)." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different configs/models and are not the same concrete bug." + "reason": "Different regressions: missing fields from AutoConfig with trust_remote_code vs removal of is_torch_fx_available breaking remote-code models." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Different runtime problems: flash-attention generation bug vs FP8 inference failure on B200." + "reason": "Both involve apply_chat_template, but the crashes are on different inputs and likely different branches (batched padding=False vs tool-call assistant messages with no content)." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Unrelated training/eval dtype change vs auxiliary-loss normalization bug." + "reason": "Unrelated problems: dtype propagation in BLIP2 vs an MPS attention correctness issue." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Both are loading issues, but one is gguf-related tokenizer/model loading and the other is a specific BERT model load failure." + "reason": "Different model families and failures: semantic-segmentation legacy-field load bug vs OmDet processor/model image-size mismatch." }, { "left": "issue:43720", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "Packed-weight accelerate loading bug vs tokenizer AttributeError on tasks; no shared code path." + "reason": "Packed-weight loading bug and config token-ID persistence bug are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Different areas: SigLIP2 implementation discrepancy vs pipeline error-message wording for translation tasks." + "reason": "Multi-GPU training guidance/configuration vs a CustomTrainer signature incompatibility are distinct issues." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Docs example errors are not the same as an implementation-vs-JAX discrepancy." + "reason": "Audio sampling-rate default mismatch and processor.tokenizer/image-passing regression are separate bugs." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Model load failure vs dependency version bump; not the same bug." + "reason": "CPU offload device mismatch vs DiaConfig save/load token-ID loss are different code paths." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Device-mismatch forward bug vs quantized model save/load breakage." + "reason": "Attention correctness on MPS is unrelated to an import conflict involving Trainer and datasets." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Wrong SigLIP2 outputs vs return_tensors being ignored when text_kwargs is passed." + "reason": "Different hardware/model bugs: flash-attention generation issue vs FP8 inference failure on B200." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different regressions: num_labels propagation vs Whisper empty-transcription generation failure." + "reason": "Similar theme of missing pad-token fields, but different models, different field names, and no evidence of one underlying bug." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP model loading; unrelated." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Qwen3.5 hidden-states bug and FP8 inference failure are unrelated." + "reason": "Packed-weight loading failure and MLukeTokenizer AttributeError are distinct problems." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "SigLIP2 docs example errors do not match the processor.tokenizer regression in custom model code." + "reason": "Both concern model loading, but one is gguf_file/auto-from-pretrained behavior and the other is a model-specific load failure." }, { "left": "issue:43493", - "right": "issue:43844", + "right": "issue:43825", "accept": false, - "reason": "Model-discrepancy issue vs gradient explosion under ZeRO-3; different failure modes." + "reason": "SigLIP2 implementation discrepancy and an incorrect pipeline error message about translation support are unrelated." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "BF16-to-FP32 dtype change in eval is not the same as abnormal gradient growth." + "reason": "Model loading regression and a dependency-version bump issue are not the same bug." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Broad custom-initialization regression vs device-dependent lm_head serialization inconsistency." + "reason": "Docs/example errors and a SigLIP2 implementation mismatch are different classes of issue." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Two load failures, but one is a specific model load regression and the other is an offline-mode network call bug." + "reason": "Device-map forward mismatch and quantization save/load break are separate bugs." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; no overlap." + "reason": "Nonsensical model outputs vs return_tensors being ignored are unrelated." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Hidden-states bug vs incorrect visual-encoder keys in save_pretrained; distinct issues." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are distinct." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "FP8 storage type error vs flash_attn import KeyError on Python 3.13; unrelated." + "reason": "Tokenizer spacing after added token and a MacOS bus error in CLIP are not the same underlying bug." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different concrete behaviors." + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe vs Qwen3.5 flash-attention generation bug." + "reason": "Documentation example mistakes and a processor.tokenizer regression are different issues." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a broader dev loading failure on a different model family." + "reason": "SigLIP2 implementation mismatch and a ZeRO-3 gradient anomaly do not share a concrete code path." }, { "left": "issue:43278", - "right": "issue:43701", + "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift vs resume_from_checkpoint key mismatch are unrelated." + "reason": "Evaluation dtype drift and exploding gradients under ZeRO-3 are distinct failures." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Custom token ID persistence bug vs tokenizer AttributeError on tasks; different code paths." + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config vs missing pad_token_idx in StableLmConfig; same theme, different bugs." + "reason": "MacOS bus error in a CLIP model and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Tensor-parallel OOM vs PEFT minimum-version bump; unrelated." + "reason": "Model-specific load failure and an offline-mode tokenizer patch bug are different problems." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "These are separate tokenizer regressions affecting different models; not one shared fixable bug." + "reason": "Hidden-states bug and incorrect visual-encoder key serialization are unrelated." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Qwen3-VL pad_token_id config error vs unwrapping text_config for composite Qwen multimodal configs; different failures." + "reason": "Float8 storage-object lookup failure and missing flash_attn on Python 3.13 are distinct issues." } ] }, @@ -7723,25 +7799,25 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ - "issue:15354", - "issue:28218", "issue:29159", "issue:29942", "issue:30333", "issue:32090", - "issue:34567", - "issue:38175", "issue:42490", "issue:43065", - "issue:43493", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", "issue:43504", "issue:43540", "issue:43572", + "issue:43575", "issue:43606", "issue:43653", "issue:43696", @@ -7749,42 +7825,52 @@ "issue:43824", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", "issue:44112", "issue:44291", - "issue:44423", + "issue:44361", "issue:44464", "issue:44493", - "issue:44554", + "issue:44568", "issue:44589", - "issue:44734", "issue:44792", "issue:44964", + "issue:44977", "issue:45084", "issue:45200", "issue:45229", "issue:45405", - "issue:45406", - "issue:45446", "issue:45520", "issue:45584", "issue:45588", + "issue:45759", + "issue:45812", "issue:45823", "issue:46050", - "issue:46121", "issue:46285", "issue:46369", - "issue:46424" + "issue:46424", + "issue:46489" ], "soft_pairs": [ - "issue:43504|issue:43606", + "issue:44568|issue:46489", + "issue:43540|issue:44977", + "issue:43278|issue:43701", + "issue:43257|issue:43299", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43334|issue:43572", + "issue:44568|issue:45812", "issue:44792|issue:45405", + "issue:43504|issue:43606", + "issue:43334|issue:45759", "issue:43824|issue:44589", "issue:43606|issue:44112", "issue:43572|issue:44291", "issue:44464|issue:46424", - "issue:44493|issue:46285", "issue:45200|issue:45229", + "issue:44493|issue:46285", "issue:43504|issue:43653", "issue:45229|issue:45823", "issue:44464|issue:45584", @@ -7796,205 +7882,210 @@ "issue:29159|issue:32090", "issue:43065|issue:46369", "issue:42490|issue:43696", - "issue:45084|issue:45520", - "issue:44423|issue:44734", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:28218|issue:34567", - "issue:45406|issue:46121", - "issue:43493|issue:43701", - "issue:43540|issue:45200" + "issue:45084|issue:45520" ], - "prepared_review_unit_hash": "18b7e5b0ae67fd6a196f4c92848bde39a133af292d58d184fde955eea3f8dded", + "prepared_review_unit_hash": "fd6166ba19f3e01f35345ba5b629382491e45d5939aa08906cab0721112061e7", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35244, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "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 items are a loose embedding cluster of unrelated issues across tokenization, serving, quantization, model loading, and training. None of the soft pairs look like the same underlying bug, so no duplicate merge is justified.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, model-loading/config mismatches, quantization/offload issues, OOMs, and CI/test failures. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected. The most representative issue here is the broad Granite tokenizer regression.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45812 is the clearest broad regression report in the set: it names the affected family, spans all Granite models, and describes a concrete v4\u2192v5 tokenizer breakage.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45812 is the best single issue to anchor the cluster because it is specific enough to be actionable yet broad enough to represent a major tokenizer regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Different failures: BEiT legacy-field load error vs. Bark CPU-offload device mismatch." + "reason": "Both are tokenizer regressions, but they concern different model families and different symptoms; not the same bug." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a PEFT version bump/release issue." + "reason": "Different models and failure modes: video-input validation vs flash-attention generation behavior." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "ImportError for Qwen2.5-VL export symbol is unrelated to a float8 storage lookup error." + "reason": "Unrelated issues: dtype drift during eval vs resume checkpoint key mismatch." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both are CI/device-related, but one is Bark CPU offload and the other is a GraniteSpeech stale override test." + "reason": "Both involve Qwen3 MoE, but one is deepspeed/accelerate conversion and the other is a loading regression in dev; different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer/config serialization bug vs task-time AttributeError in a different tokenizer; not the same underlying issue." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version bump." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after a version update, but they affect different models and different attributes." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and concrete behavior differ; too broad to treat as one bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is unrelated to a dependency version bump." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading bug vs CPU offload device mismatch; different failures." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen multimodal configs, but one is a missing pad_token_id and the other is unwrap behavior in from_config." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Real CPU offload device mismatch vs stale CI test; not the same bug." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLm config pad token regression and init_empty_weights argument handling are different breakages." + "reason": "Missing pad_token_idx in a config is unrelated to init_empty_weights receiving an unexpected argument." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward chunked generation mismatch is not the same as max_cache_length only applying to quantized cache." + "reason": "Compiled-forward generation inconsistency and cache-length handling are different mechanisms." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Position-id unexpected key warnings and CLIP text-model structure drift are distinct issues." + "reason": "Defaulting token-type ids and multi-GPU OOM are different issues." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are unrelated symptoms." + "reason": "Unexpected key warnings in many models are not the same as the CLIP text-model structure change." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT pretrained loading bug is unrelated to BigBirdTokenizer special-token decoding behavior." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4, but one is OOM and the other is a PLE device mismatch in forward." + "reason": "Both are Gemma4, but OOM and device mismatch are distinct problems." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is not the same failure as Whisper empty-transcription generation." + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs and position-id key warnings do not share the same code-path problem." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different regressions." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior in general is too broad here; the specific bugs differ (offload vs save/load corruption)." + "reason": "Quantized offloading misbehavior and save/load breakage after sinq quantization are different bugs." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are unrelated training vs model-loading issues." + "reason": "ZeRO-3 gradient anomaly is unrelated to a multimodal model load failure." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention.py s_aux=None crash is unrelated to sinq save_pretrained/from_pretrained breakage." + "reason": "Flash-attention crash on sink-less models and quantized save/load corruption are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow failure-reporting are different subsystems and bugs." + "reason": "Flash Attention CI failures and MLFlow reporting on failed jobs are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to _gpu_broadcast_one NoneType errors in Trainer." + "reason": "Tokenizer consistency issue vs Trainer GPU broadcast TypeError; different subsystems." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as the sam3-litetext memory overflow report." + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same issue." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and GPT-oss-20b CUDA OOM are unrelated." + "reason": "Local-path import warning is unrelated to an OOM in GPT-oss-20b." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compilation error is unrelated to the Python 3.13 flash_attn import KeyError." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Serve crashes in multimodal continuous batching and KV-cache continuation are different request paths and failures." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version gate in flex_attention." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "torch.jit.script GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." - }, - { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to TrainerState token-count tracking." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation list handling are separate bugs." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Template compilation failure and flash_attn import-utils KeyError are unrelated." } ] }, @@ -8013,40 +8104,40 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ + "issue:15354", "issue:28218", - "issue:35141", + "issue:34567", "issue:37428", "issue:38175", "issue:39692", "issue:42490", - "issue:42915", "issue:43232", "issue:43295", - "issue:43334", "issue:43450", - "issue:43452", "issue:43493", - "issue:43525", + "issue:43540", "issue:43550", "issue:43572", "issue:43575", "issue:43653", + "issue:43701", "issue:43824", "issue:43844", "issue:43873", - "issue:43950", "issue:43957", "issue:44112", "issue:44186", + "issue:44423", "issue:44466", "issue:44521", "issue:44554", "issue:44610", + "issue:44734", "issue:44849", "issue:44898", "issue:44987", @@ -8057,18 +8148,26 @@ "issue:45290", "issue:45356", "issue:45381", + "issue:45406", "issue:45412", + "issue:45446", "issue:45520", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", - "issue:46209", - "issue:46285", - "issue:46512" + "issue:46209" ], "soft_pairs": [ - "issue:37428|issue:43957", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:28218|issue:34567", + "issue:45406|issue:46121", + "issue:43493|issue:43701", "issue:45072|issue:45198", + "issue:43540|issue:45200", + "issue:37428|issue:43957", "issue:43295|issue:43450", "issue:44186|issue:46192", "issue:45200|issue:45823", @@ -8077,228 +8176,235 @@ "issue:43295|issue:43873", "issue:43232|issue:44849", "issue:43572|issue:44987", - "issue:45520|issue:46178", "issue:43450|issue:43575", + "issue:45520|issue:46178", "issue:43550|issue:43844", "issue:44521|issue:45290", - "issue:43572|issue:43957", "issue:39692|issue:46192", "issue:44554|issue:45356", + "issue:43572|issue:43957", "issue:37428|issue:43824", "issue:45381|issue:46209", "issue:44466|issue:45127", "issue:42490|issue:43493", "issue:38175|issue:43493", "issue:43653|issue:44112", - "issue:43950|issue:46285", - "issue:44898|issue:45412", - "issue:43334|issue:43525", - "issue:42915|issue:43824", - "issue:43452|issue:46512", - "issue:28218|issue:35141" + "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "7a4b7f22eb646d8e87a3835eee9397e7189895e0abc5834f7cddf048e96329d8", + "prepared_review_unit_hash": "7ec86c8baa32d378248bb478510d82ffcf75ce413cdd87809b66d4abfb38f554", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36194, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37298, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate; the cluster is a loose collection of unrelated Transformers issues with some superficial loading/tokenizer similarity. I would not merge any of the candidate pairs.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43950 is the most self-contained and representative core regression report in an otherwise heterogeneous set; it is broad, concrete, and closer to the common loading-regression theme than the rest, though this is not a true duplicate cluster.", + "summary": "This is a noisy cluster of semantically related but ultimately distinct bugs across tokenization, multimodal processors, generation, loading, and backend/import paths. I would anchor it on the active multimodal chat-template report, but I do not see any true duplicate pairs here.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44521 is the most central and active report in the set, with the strongest inbound-reference/discussion signal and a broad multimodal processing failure mode that best anchors this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best single representative issue because it clearly documents a reproducible v5 loading regression and is more actionable than the more specialized or orthogonal reports.", + "best_issue_reason": "issue:44521 is open, well-described, and representative of the recurring multimodal processor/chat-template problems nearby; it is the best single issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing; different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import/version check are unrelated bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are different model/runtime issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after an added token is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor serve crash and rope-validation list typing are unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Both are loading/import failures, but one is a missing flash-attention import symbol and the other is a meta-device model-loading break; different code paths and fixes." + "reason": "SigLIP2 parity discrepancy and resume-from-checkpoint key mismatch do not share the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different subsystems and failure modes: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs Wav2Vec2 save/tokenization failure." + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma4 mm_token_type_ids defaults are separate problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A flash-attention import error and meta-device model-loading breakage are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer image-passing regression vs batched video processor shape bug; distinct APIs and symptoms." + "reason": "Processor.tokenizer regression and batched video-shape handling are different failure modes." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Tokenizer crash on NER/batched padding-truncation is not the same as silently ignoring return_tensors when text_kwargs is passed." + "reason": "LayoutLMv2 tokenizer crashes and return_tensors being ignored are not the same defect." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting issue and a device-map forward mismatch are unrelated bugs." + "reason": "Missing-default multimodal token type IDs and device_map auto device mismatch are unrelated." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Forward device placement mismatch is unrelated to the return_tensors/text_kwargs precedence issue." + "reason": "Device placement mismatch and return_tensors handling are different bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Multimodal processor/tokenizer regression and OmDet processor image-size mismatch are separate problems." + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are distinct issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "These are both broad model-processing topics, but one is processor/tokenizer regression and the other is quantization/offloading behavior." + "reason": "Processor.tokenizer regression is unrelated to quantization offloading behavior." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs propagation after sync_gpus is a different bug from Qwen3.5 output_hidden_states handling." + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 hidden-state output bug are separate code paths." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a transformers>=5.1 model load failure are not the same concrete defect." + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Import backend mapping failures for flash_attn vs tensorflow_text have different root causes." + "reason": "Batched video processor shape and tensor-parallel OOM on model load are not the same bug." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Video processor batch-shape bug and Qwen2-57B tensor-parallel OOM are unrelated." + "reason": "flash_attn import-utils KeyError and tensorflow_text backend mapping are different import issues." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA correctness issue and DeepSpeed ZeRO-3 gradient growth are separate training bugs." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime bugs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; different failure points." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "These are both loading-related, but one is a missing config field and the other is a meta-device initialization failure." + "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call messages with no content." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs/model mismatch and a text_kwargs/return_tensors precedence bug are unrelated." + "reason": "SigLIP2 doc/example errors and return_tensors being ignored are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness with mismatched head dimensions and Kimi-K2.5 tokenizer codec regression are unrelated." + "reason": "MPS attention correctness and a Kimi-K2.5 tokenizer regression are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading failures are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors involving different missing symbols/modules; no shared underlying change." + "reason": "flash-attention import breakage and missing Qwen2_5_VL export are separate import failures." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position ids bug and FP8 inference failure on B200 are unrelated." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different issues." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head serialization inconsistency and LoRA merge collapse with extended vocab are different tied-weights bugs." + "reason": "Both mention weights, but serialization inconsistency and LoRA merge collapse are not the same underlying bug." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A trailing-slash local-path import warning is not the same as a SigLIP2 implementation discrepancy." + "reason": "Trailing-slash local path import warning and SigLIP2 parity discrepancy are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities in a specific model and the other is a broader HF-vs-JAX discrepancy; insufficiently specific to call duplicate." + "reason": "Same model family, but zero probabilities and JAX-parity discrepancy are not clearly the same concrete defect." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale CI test are entirely different issues." - }, - { - "left": "issue:43950", - "right": "issue:46285", - "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structure inconsistency." + "reason": "BigBirdTokenizer special-token registration and stale GraniteSpeech device-override CI failure are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory leak are different bug classes." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both are missing pad_token_id on different configs, but they are separate model families and likely separate config regressions." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "FP8 config failure in Qwen3Moe is unrelated to the Qwen2_5_VL import error." - }, - { - "left": "issue:43452", - "right": "issue:46512", - "accept": false, - "reason": "gguf_file breaks from_pretrained and stale config.dtype after from_config are different loading/config-state bugs." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated tokenizer/model-weight issues." + "reason": "Perceiver resolution handling and RT-DETR memory release are different bugs." } ] }, @@ -8317,39 +8423,39 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ - "issue:29942", - "issue:32090", + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", "issue:41720", + "issue:42915", "issue:43262", "issue:43278", + "issue:43334", "issue:43335", "issue:43388", "issue:43425", "issue:43450", + "issue:43452", + "issue:43525", "issue:43526", "issue:43550", "issue:43606", - "issue:43611", - "issue:43653", "issue:43819", "issue:43824", "issue:43827", "issue:43856", "issue:43901", - "issue:43931", + "issue:43950", "issue:43975", "issue:44112", "issue:44206", "issue:44442", - "issue:44514", - "issue:44521", "issue:44561", "issue:44610", "issue:44792", @@ -8372,231 +8478,225 @@ "issue:46512" ], "soft_pairs": [ + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:28218|issue:35141", "issue:43278|issue:43856", - "issue:43824|issue:43975", + "issue:42915|issue:43824", "issue:43262|issue:43450", - "issue:45200|issue:45325", "issue:43526|issue:46192", + "issue:43824|issue:43975", + "issue:45200|issue:45325", "issue:43388|issue:43526", "issue:44442|issue:45198", "issue:44792|issue:45563", "issue:43819|issue:44112", - "issue:38175|issue:45412", "issue:44610|issue:44857", + "issue:38175|issue:45412", "issue:43827|issue:43901", - "issue:41720|issue:46209", "issue:44561|issue:46234", + "issue:41720|issue:46209", "issue:45759|issue:46285", "issue:44206|issue:45584", "issue:43335|issue:43550", "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:45520|issue:46170", - "issue:45759|issue:46512", "issue:43606|issue:45083", - "issue:37428|issue:43425", - "issue:29942|issue:32090", - "issue:43335|issue:43653", - "issue:43550|issue:44112", - "issue:43611|issue:43931", - "issue:44514|issue:44521" + "issue:45759|issue:46512", + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "ec4839949301b6dc622e2f356e19f2510c7f5d6ac88a77f6bb183bb833c7d625", + "prepared_review_unit_hash": "52684aa3ec0d8a1d1d51f5b8593e618923c1a4fa48ebe4e0ae152f1fb62608d4", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36264, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 36341, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers bug reports rather than true duplicates. The only faint common thread is multimodal/chat-template handling, but the soft pairs still point to different code paths and symptoms. I\u2019d center the cluster on the active multimodal chat-template bug #44521.", - "confidence": 0.64, - "canonical_issue_reason": "#44521 is the most active and central issue here, with multiple inbound references and discussion around multimodal `apply_chat_template` behavior.", + "summary": "This cluster is heterogeneous and does not contain any clear duplicate pairs. I\u2019d anchor the cluster on the most concrete, user-facing regression: non-persistent buffers being corrupted in `from_pretrained()`.", + "confidence": 0.84, + "canonical_issue_reason": "`issue:43950` is the strongest standalone bug report here: it describes a concrete transformers 5.x regression, has a clear failure mode, and affects model loading behavior directly.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best representative issue because it is open, actively discussed, and sits at the most coherent shared theme in the set (multimodal chat-template handling).", + "best_issue_reason": "`issue:43950` is the best issue to keep as the representative because it is specific, reproducible, and higher impact than the more model-specific or doc-oriented reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Different bugs: dtype regression during evaluate vs Qwen3 MoE memory usage." + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model/config structure regressions, but they affect different classes and different failure modes; not the same bug." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Unrelated failures: missing Qwen2.5-VL import vs DeepSeek detokenization issue." + "reason": "Same symptom (`pad_token_id` missing), but on different model configs and likely different fixes; too broad to treat as one bug." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Both are processor bugs, but one is audio sampling-rate defaults and the other is batched video shape handling." + "reason": "Unrelated failures: GGUF loading vs stale `config.dtype` after `from_config()`." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug vs embedding reinitialization bug; different code paths and outcomes." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different concerns: dtype drift in evaluation vs MoE training memory usage." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Separate multimodal bugs: defaulting `mm_token_type_ids` vs incorrect RoPE temporal scaling." + "reason": "Audio chat-template sampling-rate bug vs batched video-shape bug; no common underlying issue." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Different code paths: Beit label reduction vs `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Image processor label reduction bug vs `return_tensors` being ignored in processor kwargs; different APIs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class vs incorrect detokenization behavior; unrelated fixes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal handling, but one is about missing token-type defaults and the other about temporal RoPE scaling." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metric gathering truncation and image-processor label reduction are unrelated bugs." + "reason": "Both involve labels, but one is a metrics-gathering bug and the other is an image processor reduction bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer failures: load-time error vs save/tokenization failure for a specific model." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "A failing janus generation test is not the same as a stale paged-generate warning." + "reason": "Both are tokenizer-related, but they describe different model/tokenizer failures and different code paths." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent consistency vs a stale CI device-override test are unrelated." + "reason": "A DAC latent/forward mismatch is unrelated to a stale CI device-override test." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Zero probabilities in SigLIP2 and RT-DETR memory release are different model bugs." + "reason": "Different vision bugs: processor output size mismatch vs AMP/CUDA loss crash." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Processor output size mismatch and AMP crash in a loss function are different failures." + "reason": "Zero-probability inference issue and model memory-release issue are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they target different APIs and regressions." + "reason": "Both are docs mismatches, but they concern different deprecated/changed arguments and are not the same change." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Different hardware/runtime problems: CUDA assert in auto device mapping vs FP8 inference on B200." + "reason": "Both mention missing utilities, but they are different missing symbols with different downstream breakages." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Missing/removed import-utils symbols, but for different helpers and different breakages." + "reason": "Different hardware/model failures: CUDA assert on A800 vs FP8 inference failure on B200." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "`from_config` unwrapping a composite config and CLIP structure inconsistency are not the same bug." + "reason": "Both involve model/config structure, but one is about `from_config()` unwrapping and the other about CLIP wrapper attributes; different bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different processor/generation regressions with different triggers and symptoms." + "reason": "Feature-extractor arg mismatch and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers config construction and Bamba SDPA/torch.compile failure are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are different code paths." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior are different issues." + "reason": "DAC latent mismatch and Qwen3 Omni MoE feature-length helper behavior are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "An AMP crash in LwDetrImageLoss is not the same as missing auxiliary losses in D-FINE." + "reason": "One is an AMP/CUDA crash, the other is an auxiliary-loss logic bug; not the same underlying defect." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Flash-attn import key error on Python 3.13 and Windows ROCm import/type errors are different compatibility bugs." - }, - { - "left": "issue:45759", - "right": "issue:46512", - "accept": false, - "reason": "Both involve `from_config`, but one is about unwrapping `text_config` and the other about stale `config.dtype`." + "reason": "Different platform/dependency issues: flash_attn import on Python 3.13 vs Windows ROCm torch.distributed dependency." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small and a qwen3_omni_moe length helper bug are unrelated." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Related to version compatibility, but one is a missing import and the other is broad Torch 2.10 incompatibility." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 test failures and a NoneType GPU broadcast error are different bugs." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Sparse-layer config construction and tokenizer special-token registration are different subsystems." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "torch.compile/SDPA failure and a stale CI test are not the same underlying bug." + "reason": "CPU offload device mismatch is unrelated to the Qwen3 Omni feature-length helper behavior." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:45759", + "right": "issue:46512", "accept": false, - "reason": "Both are load-time errors, but they involve different models and different mismatch causes." + "reason": "Composite-config unwrapping and stale dtype synchronization are separate `from_config()` issues." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both touch `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks; close but not the same bug." + "reason": "Specific missing flash-attention utility import vs broad Torch 2.10 incompatibility; not the same bug." } ] }, @@ -8615,14 +8715,15 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:26413", "issue:28282", "issue:29127", + "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -8630,46 +8731,49 @@ "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:44206", "issue:44351", - "issue:44360", "issue:44448", "issue:44493", - "issue:44561", + "issue:44514", + "issue:44521", "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" ], "soft_pairs": [ + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43611|issue:43931", + "issue:44514|issue:44521", "issue:28282|issue:33357", "issue:44448|issue:44743", "issue:44855|issue:45083", @@ -8688,226 +8792,214 @@ "issue:39692|issue:43526", "issue:43335|issue:45593", "issue:43819|issue:44493", - "issue:44206|issue:45823", - "issue:26413|issue:31501", "issue:34689|issue:35141", + "issue:26413|issue:31501", + "issue:44206|issue:45823", "issue:45310|issue:45478", - "issue:43606|issue:44857", - "issue:45459|issue:46234", - "issue:42490|issue:43854", - "issue:39692|issue:44493", - "issue:44448|issue:44779", - "issue:44857|issue:45072", - "issue:44360|issue:44561" + "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "6b1665af17b854f4c5f071d34688bdb08edb1708f6a06e31661675f1e03e3739", + "prepared_review_unit_hash": "8a74e2d0a3afd6a1b94a95170636adbdae2fdc1adad7199ce63bc4597e29a776", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36711, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35796, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated issues grouped by loose textual similarity. I only see one true duplicate pair: the two Qwen3.5 Moe from_pretrained error reports. All other soft-edge pairs describe different bugs or different code paths.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45310 and issue:45478 are the same Qwen3.5 Moe from_pretrained regression; 45310 is the earlier report and a good anchor for the duplicate pair.", + "summary": "The set is mostly a bag of unrelated issue reports. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression (issue:45310 / issue:45478); the other soft pairs share at most a broad subsystem or symptom class, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the exact same Qwen3.5 MoE `from_pretrained` failure also reported in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best cluster representative because it matches the only true duplicate and is the earliest report of that specific bug.", + "best_issue_reason": "issue:45310 is the best representative issue in this set: concrete regression, specific version scope, reproducible model-loading failure, and it has an exact duplicate counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention test breakage vs Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Both touch model/tokenizer behavior, but they are unrelated bugs in different components and code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: SDPA/torch.compile failure vs stale device override test on CI." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading errors, but for different models and different root causes." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API area, but one is a batched padding crash and the other is incorrect assistant mask generation." + }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Both are import/loading failures, but one is missing PyTorch and the other is a MacOS bus error on a CLIP model; different bugs." + "reason": "Unrelated issues: missing PyTorch import vs MacOS bus error with a CLIP model." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions: Pegasus output drift across versions vs Qwen modular recurrent state reset with cache." + "reason": "Different code paths: Pegasus output regression vs recurrent state reset with cache." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Both concern model internals, but one is a Python 3.13 import/parsing issue and the other is a helper output-length bug." + "reason": "Unrelated: Python 3.13 import/parse error vs qwen3_omni_moe helper length behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different model/config bugs: sparse layer creation in SwitchTransformers vs legacy field handling in Beit semantic segmentation loading." + "reason": "Different model families and failure modes; only broad loading/configuration similarity." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one crashes on tool-call assistant messages while the other is about continue_final_message for mistral_common tokenizers." + "reason": "Both involve chat templates, but one crashes on tool-call assistant messages while the other concerns continue_final_message behavior." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "One is missing chat-template support; the other is DiffusionGemma staying on meta with device_map=auto. Not the same failure." + "reason": "No shared underlying bug: missing chat template error vs weights left on meta device with auto device map." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules: flash support helper vs HybridCache." + "reason": "Both are import errors, but for different symbols and different fixes." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "One is a training/eval dtype drift; the other is a pipeline error message about translation support. Different issues." + "reason": "Different regressions: dtype drift in evaluation vs a pipeline error message about unsupported translation tasks." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Both are runtime errors, but the first is a layoutlmv3 box-information message problem and the second is a Trainer GPU broadcast NoneType error." + "reason": "Different failures in different subsystems: LayoutLMv3 error handling vs Trainer GPU broadcast NoneType." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different bugs in different model code paths: SwitchTransformers sparse-layer config vs qwen3_omni_moe feature-length helper behavior." + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but one is BitNet packed-weight loading and the other is a stale GraniteSpeech device override test." + "reason": "Different issues: BitNet packed-weight loading vs a stale CI device override test." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different problems: Gemma4 mm_token_type_ids defaults vs flash_attention.py crashing on s_aux=None." + "reason": "Different code paths: Gemma 4 token-type defaults vs flash_attention sinkless-model attribute error." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch offload/attention-related code, but one crashes on sink-less flash attention and the other is a Qwen rotary embedding CPU-offload incompatibility." + "reason": "Both relate to device/offload paths, but one is flash-attention handling and the other is a rotary-embedding CPU-offload incompatibility." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA extended-vocabulary collapse is unrelated to the 2^24 category-limit runtime error." + "reason": "Completely unrelated: LoRA merge with extended vocab vs category-count limit error." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale override test are distinct issues." + "reason": "Sparse-layer config bug vs CI stale device override failure; not the same bug." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc example errors and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Documentation/example issues vs a BeitImageProcessorFast label reduction bug." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are different model issues." + "reason": "Different model behavior bugs with no shared code-path evidence." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: DAC forward/from_latents mismatch vs unexpected position-id keys." + "reason": "Different failures: DAC latent/STE mismatch vs unexpected position-id keys across models." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "LasrFeatureExtractor center-arg regression is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Both concern loading/model setup, but they are distinct regressions with different mechanisms." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint resumption epoch-iterator failure is unrelated to FineWeb SLM training not starting." + "reason": "Training startup failure is too vague to equate to the specific checkpoint-resume epoch_iterator bug." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Different bugs: Llama 3.2 Vision model loading regression vs output embedding reinitialization on resize_token_embeddings." + "reason": "Different model/component bugs: unsupported `center` arg in feature extraction vs Gemma4 PLE device mismatch." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact Qwen3.5 Moe from_pretrained error report; clearly the same underlying bug/regression." + "reason": "Exact same bug and same title: Qwen3.5 MoE `from_pretrained` error under transformers>=5.4.0." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both are CUDA/device-related, but one is CPU offload device mismatch and the other is float16 AMP crash in LwDetrImageLoss." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf error hiding and a missing import_utils availability helper are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "Local-path slash import warning and GLM-4.7-Flash unit-test loading failure are different issues." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 doc/example problems are unrelated to unexpected position-id keys across many models." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus output differences and Deepseek tokenizer incorrect results are different regressions." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Different dtype/device failures in different models: LwDetrImageLoss AMP crash vs SwitchTransformers/TimmWrapperModel bfloat16 mismatch." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer discussion and is_torch_fx_available removal breaking trust_remote_code models are not the same bug." + "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted duplicate pair is the identical Qwen3.5 Moe from_pretrained report (45310/45478), and the other soft-edge pairs are reasonably rejected as distinct bugs or code paths based on the packet titles." + "feedback": "The canonical duplicate call on issue:45310 / issue:45478 is well supported by the packet: identical titles and closely matching issue scope. The remaining pair verdicts stay conservative, mostly distinguishing different titles, components, or failure modes rather than overclaiming duplication. Summary is grounded and appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -8923,14 +9015,13 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:10000", "issue:15354", - "issue:25251", "issue:27957", "issue:28218", "issue:29942", @@ -8941,8 +9032,8 @@ "issue:35141", "issue:37428", "issue:38175", + "issue:39692", "issue:40444", - "issue:41720", "issue:42490", "issue:43278", "issue:43329", @@ -8952,11 +9043,11 @@ "issue:43575", "issue:43701", "issue:43746", + "issue:43854", "issue:43873", "issue:43927", - "issue:43976", + "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", "issue:44779", @@ -8964,20 +9055,27 @@ "issue:44857", "issue:44977", "issue:44987", + "issue:45072", "issue:45083", "issue:45229", "issue:45290", "issue:45381", - "issue:45440", + "issue:45459", "issue:45588", "issue:45698", - "issue:45823", "issue:45920", "issue:46192", "issue:46209", + "issue:46234", "issue:46399" ], "soft_pairs": [ + "issue:45459|issue:46234", + "issue:42490|issue:43854", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:44360|issue:44561", "issue:28218|issue:32090", "issue:38175|issue:44493", "issue:43701|issue:45083", @@ -8996,220 +9094,221 @@ "issue:43278|issue:43329", "issue:44857|issue:45588", "issue:43927|issue:45698", + "issue:43278|issue:43381", "issue:43746|issue:46209", "issue:37428|issue:44987", - "issue:43278|issue:43381", "issue:44561|issue:44779", "issue:43873|issue:45229", - "issue:32090|issue:33290", - "issue:41720|issue:45229", - "issue:25251|issue:32090", - "issue:44448|issue:44466", - "issue:43976|issue:45440", - "issue:45588|issue:45823" + "issue:32090|issue:33290" ], - "prepared_review_unit_hash": "8a78263fa7cc6d4403b6df05e2cc326bb2089f59e94961ac30f24648fc47acfe", + "prepared_review_unit_hash": "d334f095347ea06b1ccfc80a387e8a4e6e52cafb72a50b292a28d02b4f3ede1f", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36450, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "soft_pair_count": 30, + "serialized_chars": 36759, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated bug reports. None of the soft pairs look like the same underlying issue strongly enough to merge. The broadest representative issue is the v5 tokenizer regression affecting multiple model families.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45920 is the broadest and most representative open report here: it describes a tokenizer regression across multiple models, has inbound references, and captures a larger class of breakage than the more model-specific bugs.", + "summary": "This cluster is heterogeneous: the title similarities are mostly superficial, and none of the proposed soft edges look like true duplicates or mergeable PR-equivalents. No soft edges should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45920 is the strongest anchor in the set: it is an open, broad tokenizer regression affecting multiple model families and has the clearest ongoing impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single issue to keep as the representative problem statement because it is broad, clearly reproducible, and tied to a current v5 regression affecting several model families.", + "best_issue_reason": "issue:45920 is the best representative issue overall because it spans multiple models, is still open, and has the highest signal for a reusable cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Tokenizer spacing behavior and a Trainer/_gpu_broadcast_one NoneType error are unrelated subsystems and failure modes." + "reason": "Tokenizer error masking from protobuf handling is unrelated to a missing import utility symbol." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "A zero-probability issue in SigLIP2 is unrelated to a position-id key warning in other models." + "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash loading failure are different bugs." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper bug are different code paths and different symptoms." + "reason": "Doc-example model/processor mismatch and position-id key warnings are not the same failure." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Both are multimodal/chat-related, but one is a chat template crash with tool calls and the other is a video position-id bug; not the same underlying defect." + "reason": "Pegasus v4/v5 output drift and DeepSeek tokenizer regression affect different code paths." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Trainer broadcast/type error and a MacOS bus error with CLIP are not the same bug." + "reason": "AMP/CUDA loss crashes are distinct from bfloat16 dtype mismatches in inference." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Multiple-images-per-prompt finetuning failure and BeitImageProcessorFast label reduction are unrelated image-processing issues." + "reason": "A DSA indexer/ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "A trailing-slash import warning and a tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "Added-token spacing behavior and Trainer broadcast NoneType errors are separate bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability outputs are not the same as unexpected position-id key warnings." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and a multimodal feature-length helper issue do not share a concrete code path." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/video flows, but one is a tool-call content crash and the other is a video position-id bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A DDP broadcast NoneType error is unrelated to a MacOS bus error loading CLIP." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BEiT reduce_labels behavior are different model/data issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path parsing warnings and tensor-parallel OOM on Qwen2-57B are not the same bug." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are different regression types." + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug after resizing tokens." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and a qwen3_omni_moe helper-function bug do not share the same code path." + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe length helper behavior are unrelated." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both involve tokenization, but one is wrong token IDs across models while the other is ignored return_tensors kwargs; different bugs." + "reason": "Wrong AutoTokenizer IDs and ignored return_tensors kwargs are separate API regressions." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator/registration problems, but they affect different models and different parsing/runtime failures." + "reason": "Python 3.13 decorator/comment parsing failure and missing apply_rotary_pos_emb decorator registration are different issues." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are unrelated model-specific regressions." + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation problems are not the same bug." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are different issues." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading regression are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are not the same underlying bug." + "reason": "Flash-attention generation malfunction and multi-GPU CUDA OOM are different failure modes." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and a torch.jit GeneratorExp export problem are unrelated." + "reason": "German DistilBertModel issues and JIT generator-expression export failures are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16/FP32 dtype drift in eval and undefined video-branch helpers in multimodal token counting are unrelated." + "reason": "A training/eval dtype change and undefined multimodal-token variables are not the same defect." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash_attention.py AttributeError on s_aux=None are both crashes but in different modules and failure conditions." + "reason": "Float16 AMP loss crashes and flash_attention s_aux=None AttributeErrors are distinct code paths." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Config token-ID persistence and loading the wrong custom module after save_pretrained are different serialization/loading bugs." + "reason": "Saving custom token IDs and loading the wrong custom module are both persistence-related, but they are different objects and failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift and gradient checkpointing being disallowed in eval mode are separate behaviors." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT checkpoint loading and FP8 inference on B200 are unrelated model/runtime compatibility issues." + "reason": "PEFT checkpoint loading and FP8 inference on B200 are unrelated issues." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing internal flash-attention utility import and a model-load failure for physical-intelligence/fast are not the same code-path problem." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Embedding dtype changes in eval and gradient checkpointing being unusable in eval mode are separate behaviors." + "reason": "A missing flash-attention utility import and a transformers>=5.1 loading regression for a specific model are different problems." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are unrelated." + "reason": "A v5 helper removal breaking trust_remote_code and a DeepSeek tokenizer regression do not share the same underlying bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and a Gemma4 multi-GPU OOM are both memory-related, but not the same concrete bug." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not mergeable into one fix." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast failure and Adafactor+DeepSpeed OOM are different training-time issues." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are distinct failure modes." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting behavior and a Trainer broadcast TypeError are unrelated." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Version output divergence for Pegasus and inconsistent lm_head serialization depend on different mechanics and should not be merged." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different runtime issues." + "reason": "Trainer broadcast NoneType errors and Adafactor+DeepSpeed OOM are separate training issues." } ] }, @@ -9228,23 +9327,24 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ - "issue:27957", + "issue:25251", "issue:29127", "issue:29942", "issue:30064", + "issue:32090", "issue:33357", "issue:34567", "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", - "issue:43066", "issue:43278", "issue:43381", "issue:43412", @@ -9254,20 +9354,20 @@ "issue:43701", "issue:43756", "issue:43873", + "issue:43976", "issue:43994", "issue:44186", "issue:44206", - "issue:44265", "issue:44361", - "issue:44442", - "issue:44462", + "issue:44448", + "issue:44466", "issue:44479", "issue:44568", "issue:44743", "issue:44871", "issue:44977", "issue:45198", - "issue:45245", + "issue:45229", "issue:45372", "issue:45406", "issue:45412", @@ -9276,16 +9376,20 @@ "issue:45491", "issue:45563", "issue:45588", - "issue:45593", "issue:45712", "issue:45803", - "issue:46121", - "issue:46369" + "issue:45823", + "issue:46121" ], "soft_pairs": [ + "issue:25251|issue:32090", + "issue:41720|issue:45229", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:45588|issue:45823", "issue:44568|issue:45491", - "issue:43412|issue:45588", "issue:42490|issue:43873", + "issue:43412|issue:45588", "issue:45198|issue:45803", "issue:45372|issue:45588", "issue:44977|issue:45563", @@ -9293,256 +9397,216 @@ "issue:29127|issue:34567", "issue:43278|issue:43575", "issue:43653|issue:44743", - "issue:43611|issue:46121", "issue:43381|issue:43701", - "issue:45372|issue:45406", + "issue:43611|issue:46121", "issue:44871|issue:44977", + "issue:45372|issue:45406", "issue:44361|issue:45198", - "issue:42915|issue:42994", "issue:44186|issue:45198", + "issue:42915|issue:42994", "issue:44206|issue:44479", "issue:43065|issue:45412", "issue:43065|issue:43994", "issue:29942|issue:30064", "issue:45459|issue:45712", - "issue:43756|issue:45440", - "issue:45412|issue:46369", - "issue:45245|issue:45563", - "issue:43653|issue:44442", - "issue:45372|issue:45459", - "issue:43994|issue:45412", - "issue:44265|issue:45198", - "issue:27957|issue:29942", - "issue:29127|issue:33357", - "issue:43066|issue:44462", - "issue:45440|issue:45593" + "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "b5cc6fd183a4d3b41bc47dab03379a6feaec8157c8475109dea60510f8ead412", + "prepared_review_unit_hash": "94136f1b122da577b97e0b00f81ed0375f48cf813d979229839e1ef7a3a48050", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37578, - "estimated_input_tokens": 9395, - "estimated_eval_tokens": 19046 + "soft_pair_count": 28, + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct bugs across tokenizers, flash-attention, quantization, export, memory, and model-specific regressions. I do not see any true duplicate pairs among the soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue cleanly covers the cluster because the items span unrelated failure modes; if a representative anchor is required, issue 44462 is the broadest core-loading regression among them.", + "summary": "This cluster is heterogeneous: the proposed soft pairs mostly share a broad subsystem or model family at most, but not the same underlying bug. I would reject every soft edge and treat this as a false-positive similarity cluster rather than a duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the most reusable representative of the group because it hits a central AutoTokenizer loading path and is broader than the more model-specific bugs.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs with different code paths." + "reason": "Pipeline top_k output-shape regression and Trainer GPU broadcast NoneType error are unrelated failure modes." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both involve large Qwen/Gemma inference on GPU, but one is a cuda assert from auto device mapping and the other is an OOM during multi-GPU inference." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility breakage and DeepSeekV3MoE model divergence are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Executorch export failure and flash-attention sink-less crash are unrelated runtime/export issues." + "reason": "Flash-attention s_aux handling and Gemma4 PLE device mismatch are distinct runtime errors." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings come from different parts of the stack." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning and quantization/offloading failure are not the same defect." + "reason": "Trailing-slash import warning is unrelated to offloading/quantization behavior." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure and flash-attention AttributeError are unrelated problems." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization problems and a bare-except bug in Fuyu are separate tokenizer paths." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except masking errors are different tokenizer/pipeline bugs." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and flash-attention AttributeError are different problems." + "reason": "Gemma4 processor import dependency failure and flash-attention s_aux None crash are separate issues." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning in paged generate()." + "reason": "Flash-attention generation regression and stale num_return_sequences warning are not the same bug." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error with CLIP and SigLIP2 documentation errors are different issue types and failure modes." + "reason": "MacOS bus error in a community CLIP model and SigLIP2 documentation mistakes are unrelated." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + "reason": "LayoutLMv3 error clarity and TrainerState token-count tracking are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16/FP32 dtype drift in eval is not the same as TP loading OOM." + "reason": "Embedding dtype drift in eval and tp-related OOM are different issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are distinct tokenizer/model bugs." + "reason": "BigBird tokenizer special-token registration and Qwen recurrent-state reset are unrelated code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are checkpoint-related but not the same defect." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage and rope-parameter JSON list handling are different code paths." + "reason": "base_model_prefix loading breakage and rope-validation list handling are unrelated." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training issues." + "reason": "Gemma eos_token_id mismatch and Qwen flash-attention generation failure are different bugs." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import error and serve-side missing _tokenizer attribute are not the same bug." + "reason": "Gemma4 processor import failure and serve-side missing _tokenizer attribute are separate failures." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "EOS-token configuration mismatch does not match the flash-attention generation regression." + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are not the same underlying bug." }, { - "left": "issue:44361", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer implementations." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are separate quantization issues." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to Wav2Vec2 serialization/tokenization failure." + "reason": "FineGrainedFP8Config load failure and quantized model saving failure are different quantization issues." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature-extractor center-arg crash and video-input regression affect different components." + "reason": "Unsupported center argument in feature extraction and Qwen video regression are distinct regressions." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory release behavior." + "reason": "Dummy Conv2d placeholder and RT-DETR memory leak are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and SigLIP2 incorrect outputs are not the same bug." + "reason": "Dummy module cleanup and SigLIP2 inference nonsense are not the same issue." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are distinct failures." + "reason": "Flash Attention 2 test failures and void segmentation map processing are different image-model bugs." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking without protobuf and leftover dummy classes are unrelated cleanup/bugfix items." + "reason": "Tokenizer error masking without protobuf and leftover dummy classes are unrelated repository issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation bugs." - }, - { - "left": "issue:45412", - "right": "issue:46369", - "accept": false, - "reason": "RT-DETR deletion memory leak and Sam3 litetext memory overflow are not the same memory issue." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count runtime limit and stale warning in paged generate() are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma4 processor import failure and protobuf-dependent tokenizer error handling are unrelated." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 nonsensical results and RT-DETR memory leak are separate model/runtime problems." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." - }, - { - "left": "issue:27957", - "right": "issue:29942", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same concrete defect." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 message clarity and CLIP MacOS bus error are unrelated." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Wrong tokenizer decoder type and AutoTokenizer ignoring tokenizer.json are related to tokenizers generally, but not the same bug." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model-specific issues." + "reason": "Smollm3 RoPE layer count mismatch and DeepSeekV3MoE divergence are different model-implementation bugs." } ] }, @@ -9561,68 +9625,80 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:27957", "issue:29127", + "issue:29942", "issue:33290", - "issue:34567", + "issue:33357", "issue:34689", "issue:35141", "issue:42490", "issue:42915", - "issue:43262", + "issue:43066", "issue:43334", "issue:43381", "issue:43421", "issue:43526", "issue:43531", "issue:43575", - "issue:43611", - "issue:43646", + "issue:43653", "issue:43701", "issue:43761", "issue:43824", - "issue:43873", "issue:43931", "issue:43994", - "issue:44077", "issue:44186", - "issue:44206", + "issue:44265", "issue:44279", "issue:44387", "issue:44442", - "issue:44464", - "issue:44743", - "issue:44811", + "issue:44462", "issue:44857", - "issue:44898", - "issue:44977", - "issue:45003", "issue:45072", + "issue:45198", "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", "issue:45440", + "issue:45459", "issue:45491", + "issue:45563", "issue:45588", + "issue:45593", "issue:45600", "issue:45834", "issue:45859", "issue:46121", "issue:46369", - "issue:46399" + "issue:46399", + "issue:46640" ], "soft_pairs": [ - "issue:43421|issue:45491", - "issue:43575|issue:43701", - "issue:43526|issue:45834", - "issue:29127|issue:35141", - "issue:42490|issue:43381", - "issue:43994|issue:46369", - "issue:43575|issue:44387", - "issue:43526|issue:44186", + "issue:45245|issue:45563", + "issue:45412|issue:46369", + "issue:43653|issue:44442", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:45440|issue:45593", + "issue:45250|issue:46640", + "issue:43421|issue:45491", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:43526|issue:45834", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43994|issue:46369", + "issue:43526|issue:44186", "issue:42915|issue:43931", "issue:44442|issue:45072", "issue:43824|issue:44279", @@ -9634,233 +9710,222 @@ "issue:27957|issue:33290", "issue:33290|issue:34689", "issue:45588|issue:45600", - "issue:33290|issue:35141", - "issue:43262|issue:44206", - "issue:44977|issue:45245", - "issue:33290|issue:34567", - "issue:43381|issue:43873", - "issue:44464|issue:45491", - "issue:43646|issue:44077", - "issue:44743|issue:44811", - "issue:44442|issue:44898", - "issue:42490|issue:44743", - "issue:45003|issue:45440", - "issue:34689|issue:43611" + "issue:33290|issue:35141" ], - "prepared_review_unit_hash": "0eacdc82b87571046418be623b0bdfad5b1a3f334da30bc97a5af20db95b085c", + "prepared_review_unit_hash": "d8cf2b46a9721d1f6da5b34bfe69f8e95024ebd7d76692eef924a26735e883f4", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36303, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "serialized_chars": 36817, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated issue reports across models, loaders, tokenizers, quantization, and training/runtime behavior. There is no clear canonical duplicate representative, and none of the soft-edge pairs look like the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This is a heterogeneous set of closed issues with only superficial topical overlap. None of the soft pairs appear to describe the same concrete bug or change, so no duplicate merges are warranted.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span many unrelated regressions and feature requests, and the soft pairs do not converge on one underlying failure mode.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not a true duplicate set; the titles only share broad keywords like Flash Attention, tokenizer, or memory/OOM.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Different problems: tokenizer post-processor update behavior vs Gemma3 NaNs from sliding-window attention on GPU." + "reason": "Different bugs: a hard RuntimeError about category limits vs a stale warning about num_return_sequences." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "OOM while loading Qwen2 with tensor parallelism vs checkpoint resume key mismatch; unrelated failure modes." + "reason": "Both mention memory, but one is an RT-DETR leak/GC issue and the other is a SAM3-LiteText overflow on a different model path." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Both touch vision preprocessing, but one is a reduce_labels bug in BeitImageProcessorFast and the other is a long-OCR index error in Kosmos2.5." + "reason": "Tokenizer-related, but BigBird mask-token registration and FastSpeech2Conformer AutoTokenizer loading are distinct failures." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "LayoutLMv3 error messaging for insufficient boxes is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "An import error in Gemma 4 processor loading is unrelated to protobuf masking real tokenizer errors." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "Different subsystems: SigLIP2 bad outputs through AutoModel/pipeline vs RT-DETR memory reclamation." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "SigLIP2 bad outputs with AutoModel/pipeline is unrelated to SAM3-LiteText memory overflow." + "reason": "torch.export with torch_compilable_check is a different code path from Wav2Vec2 save_pretrained/tokenization failures." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel load OOM and the other is increased CUDA reserved memory under int4 quantization." + "reason": "LayoutLMv3 error messaging and a MacOS bus error in CLIP community models are unrelated." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to LayoutLMv2Tokenizer crashes on NER/padding inputs." + "reason": "Both concern tokenizers, but decoder-type selection in v5 and ignoring tokenizer.json are different bugs." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:27957", + "right": "issue:29942", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model/config issues." + "reason": "XLMRoberta Flash Attention 2 support and failing Flash Attention 2 tests are not the same underlying defect." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel CI." + "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE missing auxiliary losses." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Missing Qwen2.5-VL import and a generic dependency issue are not the same bug." + "reason": "Both are generic Flash Attention 2 titles, but neither identifies the same concrete bug or fixable code path." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "Tokenizer post-processor updates at runtime are unrelated to Gemma3 NaNs from sliding-window attention." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Rope-validation JSON list TypeError and Qwen3.5 rotary-kernel registration error are different code paths." + "reason": "Tensor-parallel OOM on model load and resume_from_checkpoint key mismatch are different failure modes." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Missing pad_token_id for Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "A LayoutLMv3 validation message issue is unrelated to output-embedding reinitialization after resizing token embeddings." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error clarity are unrelated." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different model components and bugs." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + "reason": "Trailing-slash local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Flash Attention 2 model support and DeepSpeed Adafactor OOM are unrelated." + "reason": "Both mention OOM, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed and model-loading breakage for Llama 3.2 Vision are different issues." + "reason": "SigLIP2 bad predictions and SAM3-LiteText memory overflow do not share a concrete root cause." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Flash-attention sink-less AttributeError and stale auto_mappings references are separate problems." + "reason": "A Beit image-processor label bug and a LayoutLMv2Tokenizer padding/NER crash are distinct issues." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Training OOM with Adafactor is unrelated to embedding reinitialization after resizing." + "reason": "Qwen3MoE FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different Qwen model problems." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and a feature-extractor center-arg crash are unrelated." + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue is unrelated to the categories > 2^24 runtime error." + "reason": "An ImportError for Qwen2_5_VLForConditionalGeneration is too broad to be the same as a generic dependency issue." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "OOM in deepspeed training and num_input_tokens_seen not updating are unrelated." + "reason": "Label reduction in BeitImageProcessorFast is unrelated to float16 AMP crashes in LwDetrImageLoss." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different bugs." + "reason": "A TypeError in rope-param dict conversion and a missing-decorator registration crash in Qwen3.5 are different rotary-embedding bugs." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 sliding-window NaNs." + "reason": "Missing pad_token_id for Qwen3-VL and sliding_window issues in Qwen3-MoE affect different model families and code paths." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "General Transformers 5.0 custom initialization breakage is broader than the specific patchtsmixer post_init constraint." + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 CPU-offload rotary embedding incompatibility are unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Qwen3 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error clarity are not duplicates." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default-resolution inference failure are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to adafactor OOM under deepspeed." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Import warning for trailing-slash local paths is unrelated to Qwen3 recurrent state caching." + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision load failure are different model-loading regressions." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "A runtime AttributeError in flash_attention integration and a stale auto_mappings CI reference are different fixes." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both mention loading regressions, but they concern different versions and different root causes; not the same concrete bug." + "reason": "Optimizer OOM under deepspeed is unrelated to embedding reinitialization after resize." } ] }, @@ -9879,27 +9944,25 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ - "issue:25251", - "issue:27957", - "issue:28282", - "issue:32090", + "issue:33290", + "issue:34567", + "issue:34689", "issue:42175", - "issue:42617", - "issue:42907", + "issue:42490", "issue:43232", + "issue:43262", "issue:43316", + "issue:43381", "issue:43388", "issue:43493", "issue:43525", - "issue:43550", - "issue:43575", - "issue:43643", - "issue:43701", + "issue:43611", + "issue:43646", "issue:43720", "issue:43723", "issue:43749", @@ -9911,31 +9974,44 @@ "issue:44077", "issue:44079", "issue:44188", - "issue:44190", + "issue:44206", "issue:44442", "issue:44464", "issue:44479", - "issue:44496", + "issue:44743", + "issue:44811", "issue:44855", "issue:44871", - "issue:44913", + "issue:44898", + "issue:44977", "issue:44987", + "issue:45003", "issue:45137", "issue:45216", + "issue:45245", + "issue:45440", "issue:45479", - "issue:45698", + "issue:45491", "issue:45759", "issue:45803", "issue:45907", "issue:46178", - "issue:46234", - "issue:46291", - "issue:46421", - "issue:46506" + "issue:46234" ], "soft_pairs": [ - "issue:43316|issue:43525", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44464|issue:45491", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:45003|issue:45440", "issue:43720|issue:44442", + "issue:43316|issue:43525", "issue:42175|issue:46234", "issue:43723|issue:45479", "issue:44062|issue:45907", @@ -9943,215 +10019,211 @@ "issue:44077|issue:44479", "issue:43493|issue:43827", "issue:43761|issue:44188", - "issue:44987|issue:46178", "issue:43873|issue:44871", - "issue:43232|issue:43388", "issue:43749|issue:43931", + "issue:43232|issue:43388", + "issue:44987|issue:46178", "issue:43931|issue:45216", "issue:43316|issue:45759", "issue:44442|issue:45803", - "issue:44855|issue:45137", - "issue:43643|issue:44913", - "issue:42907|issue:45698", - "issue:43701|issue:46506", - "issue:44190|issue:44496", - "issue:44464|issue:46421", - "issue:42617|issue:43575", - "issue:25251|issue:28282", - "issue:46234|issue:46291", - "issue:43550|issue:43701", - "issue:27957|issue:32090" + "issue:44855|issue:45137" ], - "prepared_review_unit_hash": "343e4dd54481ce0b5a2f72505a7be79b3e7fff4c709da5fe066dcebed20df7f2", + "prepared_review_unit_hash": "8514fa014dd80937bb16e93e7fb07c10df397fbe086397d649b7c9eb0a6ed85a", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35971, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "soft_pair_count": 28, + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the paired issues share only superficial vocabulary (config, loading, generation, compilation, etc.) and do not describe the same underlying bug/change. No soft pair looks mergeable as a duplicate.", - "confidence": 0.98, - "canonical_issue_reason": "If a representative issue is needed, issue:43761 is the clearest standalone regression report in the set; however, there is no true canonical duplicate for this cluster.", + "summary": "This cluster is heterogeneous: the soft pairs are all false positives spanning unrelated bugs, regressions, config mismatches, and docs/package issues. There is no true duplicate group here; issue 43873 is only the best placeholder representative because it is the most active open report.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the most active open report with multiple inbound references, so it is the best placeholder canonical issue, but the cluster is not a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the most actionable and well-scoped bug report here (explicit regression, clear symptom, concrete repro) even though it is not a duplicate of the others.", + "best_issue_reason": "Issue 43873 is the best representative only because it is open and high-activity; it is not semantically related to most of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Both are config/API complaints, but one is about Gemma3TextConfig fields and the other about Llama4Config missing pad_token_id; different model-specific bugs." + "reason": "Audio sampling-rate defaulting and unsupported center-arg crash are unrelated bugs." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "BitNet accelerate-loading of packed weights is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "Flash-attention generation failure and category-count limit error are different code paths." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Different backend/import problems: one is pip extras not including tensorflow, the other is a missing import_utils helper for falcon mamba availability." + "reason": "DeepSpeed Adafactor OOM and token-count tracking are unrelated issues." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate single-label classification loss are unrelated." + "reason": "Gradient-checkpointing eval-mode behavior and quantized offloading are different problems." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "AddedToken constructor argument collision and list_repo_files revision forwarding are different API bugs." + "reason": "Compiled chunked generation and Gemma3 NaN embeddings are distinct regressions." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "One is CLIPVisionModel not returning hidden_states; the other is ModelOutput key assignment when a prior value was None. Related area, but not the same bug." + "reason": "Custom model initialization and patchtsmixer post_init policy are unrelated." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "PatchTSMixer post_init validation and Qwen video-input regression are unrelated model issues." + "reason": "Qwen recurrent-state caching and Whisper batch_decode behavior are different bugs." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "Tokenizer loading and Perceiver image-classification resize failure are unrelated." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is not the same as attention kernel divergence under torch.compile." + "reason": "Trailing-slash import warning and Qwen recurrent-state reset are unrelated." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "These concern different import/loading failures with different packages and backends." + "reason": "Llama model-loading regression and base_model_prefix loading breakage are separate issues." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Quantization offloading behavior and Gemma eos_token_id inconsistency are unrelated." + "reason": "sys.modules access safety and DeepSeek MoE divergence affect different code paths." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics label truncation are different distributed-training bugs." + "reason": "Packed-weight loading in BitNet and tokenizer loading failure are unrelated." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Gemma3TextConfig API mismatch and missing pad_token_id on Llama4Config are different config bugs." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Both involve Qwen models, but one is a load-time shape mismatch while the other is an incorrect save_pretrained checkpoint; not the same code path." + "reason": "TensorFlow backend packaging and missing import_utils symbol are unrelated API/package issues." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Both mention config objects, but Gemma3TextConfig API discrepancies and Qwen multimodal text_config unwrapping are different issues." + "reason": "Tokenizer loading regression and zero-loss classification bug are different failures." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Tokenizer loading failure and bare-except error swallowing in FuyuBatchFeature are unrelated." + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Python 3.13 script parsing failure in DebertaV2Model and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "CLIP hidden-states regression and ModelOutput key assignment bug are distinct." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and GPTNeoXConfig rotary_pct not persisting are different config serialization bugs." + "reason": "patchtsmixer post_init restriction and Qwen video-input regression are unrelated." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Saving dequantized model weights and loading the wrong custom module after save_pretrained are different save/load problems." + "reason": "SigLIP2 implementation mismatch and docs still mentioning pipeline() are unrelated." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "resume_from_checkpoint key mismatch and PPDocLayoutV3 CPU/CUDA output divergence are unrelated." + "reason": "CLIP hidden-states bug and torch.compile attention-kernel divergence are different issues." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Local dataset loading in an example script and unrecognized-model config errors are different failure modes." + "reason": "Quantization/offloading behavior and eos_token_id config mismatch are unrelated." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Both mention chunked generation/compiled execution, but one is inconsistent outputs from compiled forward and the other is extra recompilation from cache lazy init; not the same bug." + "reason": "FSDP CPU RAM loading and Qwen3-VL weight-shape mismatch are different loading bugs." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation sync_gpus behavior and gather_for_metrics label truncation are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "3d_parallel.py startup failure and Qwen2 large-model TP OOM are different parallelism issues." + "reason": "Model loading failure and tensorflow_text backend mapping error are different issues." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Pipeline top_k output nesting and missing PyTorch ImportError are completely unrelated." + "reason": "Weight-shape mismatch loading and Qwen3.5 save_pretrained regression are unrelated." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Missing availability helper in import_utils and kernels v0.15 requiring version/revision are different dependency/import problems." + "reason": "Gemma3TextConfig API discrepancy and composite-config text_config unwrapping are different config issues." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and checkpoint key mismatch on resume are unrelated." + "reason": "AutoTokenizer loading failure and bare-except swallowing errors in Fuyu are unrelated." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Python 3.13 IndentationError and DeepSpeed ZeRO3 deque underflow are different bugs." } ] }, @@ -10170,60 +10242,71 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:16998", "issue:22355", - "issue:41950", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", "issue:42175", + "issue:42617", "issue:42796", - "issue:43065", + "issue:42907", "issue:43295", "issue:43316", - "issue:43388", - "issue:43404", - "issue:43441", + "issue:43352", "issue:43452", - "issue:43475", - "issue:43540", - "issue:43572", + "issue:43550", "issue:43575", "issue:43606", + "issue:43643", "issue:43646", - "issue:43650", - "issue:43688", "issue:43701", "issue:43716", "issue:43742", - "issue:43761", "issue:43825", "issue:44077", "issue:44162", - "issue:44479", + "issue:44190", + "issue:44464", "issue:44496", - "issue:44514", "issue:44534", "issue:44610", - "issue:44617", "issue:44792", "issue:44871", "issue:44913", "issue:45290", "issue:45584", "issue:45632", + "issue:45698", "issue:45803", "issue:46050", "issue:46170", - "issue:46178", - "issue:46202", + "issue:46234", + "issue:46291", "issue:46365", "issue:46369", - "issue:46424" + "issue:46421", + "issue:46424", + "issue:46506", + "issue:46640" ], "soft_pairs": [ + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:44464|issue:46421", + "issue:42617|issue:43575", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:46234|issue:46291", "issue:43575|issue:43742", "issue:43606|issue:43701", "issue:43295|issue:43825", @@ -10239,202 +10322,213 @@ "issue:43646|issue:44913", "issue:44871|issue:46050", "issue:45632|issue:46424", - "issue:43452|issue:44496", "issue:44162|issue:44792", "issue:45803|issue:46170", - "issue:41950|issue:43475", - "issue:43065|issue:44617", - "issue:43650|issue:46202", - "issue:43404|issue:43441", - "issue:43540|issue:44514", - "issue:43761|issue:44479", - "issue:43388|issue:43688", - "issue:43572|issue:46178" + "issue:43452|issue:44496", + "issue:43352|issue:46640" ], - "prepared_review_unit_hash": "205eb56830c31c163b3eeebbca855158b7d8e03fb5b36fc8e9fa15c7b6b7a4fd", + "prepared_review_unit_hash": "c039339b28fb3b9dcc26f7dc9e218ceef0de6559ec39dfe26ee805d9efe593d4", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34668, - "estimated_input_tokens": 8667, - "estimated_eval_tokens": 17590 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36075, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and appears linked only by soft textual similarity, not by a shared underlying bug. None of the soft pairs are strong duplicate candidates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43295 is the broadest, most user-facing regression in the set and the closest thing to a representative ticket, but the overall cluster is still too mixed to treat as one duplicate group.", + "summary": "The cluster is highly heterogeneous: most items are unrelated Transformers issues, and the soft links are mainly superficial similarity around loading, config, cache, or attention features. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the cluster mixes unrelated bugs across model loading, tokenizer behavior, cache handling, runtime/device issues, and API regressions.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must represent the cluster, 43295 is the best fit because it captures a broad Transformers v5 regression rather than a model-specific edge case.", + "best_issue_reason": "issue:45698 is the strongest standalone report: it has a concrete save/load regression, active discussion, and broad impact on custom-model workflows.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is about dequantized Ministral models failing to save while the other is about loading the wrong custom module after save_pretrained; different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/serialization-adjacent, but one is missing fields from trust_remote_code loading and the other is rotary_pct not persisting on reload; not the same failure mode." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "One is a resume_from_checkpoint key mismatch; the other is a CPU vs CUDA numerical discrepancy. Different code paths and symptoms." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config error during from_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs while the other is spurious recompilation from cache lazy init; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both concern large-model parallel loading, but one is a 3d_parallel.py failure and the other is an OOM with tensor parallelism; too different to merge." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape regression is unrelated to a missing PyTorch import dependency error." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is a model/runtime bug, not a checkpoint resume key-mismatch issue." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the Trainer distributed broadcast NoneType error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing import_utils helper and a kernels package version/revision import failure are different dependency/API issues." + }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Different models and failure modes: tensor-parallel OOM vs key error on load." + "reason": "OOM during tensor-parallel loading and a KeyError while loading MobileLLM are distinct loading failures." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Unrelated areas: CPU offload device mismatch vs checkpoint key mismatch." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are v5 regressions, but one is an API break and the other is an error-message wording issue." + "reason": "A processor/tokenizer regression with images is different from pipeline's misleading translation-task error message." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Both involve tokenization, but these are different code paths and different crash conditions." + "reason": "Tokenizer BPE marker handling and chat-template tool-call crashes are separate tokenizer behaviors." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Completely unrelated: model_max_length question vs missing transformers.onnx import." + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to an import error for transformers.onnx." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both are config/regression reports, but they concern different settings and different models." + "reason": "One is about processor.tokenizer access in custom model code; the other is an eos_token_id inconsistency for Gemma-3." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different bug classes: config API discrepancy vs image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image dtype mismatch affect different components and code paths." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both touch special-token behavior, but the affected models and failure paths are different." + "reason": "Both involve token configuration, but one is Gemma eos_token_id mismatch and the other is Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend packaging issue vs Gemma config API discrepancy; no shared underlying defect." + "reason": "Packaging/backend dependency selection is unrelated to a config API discrepancy." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare-except cleanup bug vs Trainer import conflict with datasets; unrelated." + "reason": "Swallowing KeyboardInterrupt in FuyuBatchFeature is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different multimodal models and different symptoms: wrong processor size vs memory overflow." + "reason": "Processor output size mismatch for OmDet-Turbo is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Unrelated issues: post_init validation vs non-persistent buffer initialization." + "reason": "Optional post_init validation and non-persistent buffer initialization are different Transformer v5 regressions." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic v5 init breakage vs one config field not persisting on reload; not the same concrete bug." + "reason": "Custom model initialization breakage in v5 is unrelated to rotary_pct not surviving config reload." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Config eos_token mismatch vs quantized save/load breakage; different code paths." + "reason": "Gemma-3 eos_token_id inconsistency and quantized-model save/load breakage are separate serialization issues." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is a path-collision bug and the other is a cache-length option bug." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "Different loading failures: gguf_file handling vs missing model_type in config.json." + "reason": "Both mention cache, but one is a remote-code cache path collision and the other is max_cache_length only applying to Quantized Cache." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage vs a Janus test failure; unrelated." + "reason": "ESM2 model breakage and a Janus test failure are different model-specific issues." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different root causes: exception handling bug vs Windows/ROCm import dependency issue." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Both are around video/image processing, but they are different models and different missing-data bugs." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Same model family, but dummy Conv2d and CUDA OOM are not the same underlying issue." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Clearly unrelated; one issue is placeholder text, the other is a Gemma pipeline roundtrip bug." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "Same family, but weight tying and FlashAttention failures are separate problems." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Different multimodal processors and different crash scenarios; no shared code-path bug." + "reason": "Error handling in FuyuBatchFeature and a Windows/ROCm distributed import issue are unrelated." }, { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "Different regressions affecting different model families and call paths." - }, - { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Training metric gathering bug vs auxiliary-loss normalization bug; unrelated." + "reason": "gguf_file handling for from_pretrained and an unrecognized config/model_type error are both loading-related but not the same concrete bug." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Config field regression vs backend-mapping/import error; not the same defect." + "reason": "Both are Flash Attention 2 related, but they concern different models and likely different support gaps, so they should not be merged." } ] }, @@ -10453,285 +10547,272 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ - "issue:25251", - "issue:27957", "issue:35141", - "issue:41720", + "issue:41950", "issue:42490", "issue:43065", - "issue:43335", + "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:43761", - "issue:43827", "issue:43931", - "issue:43994", "issue:44060", "issue:44190", "issue:44242", "issue:44479", + "issue:44514", "issue:44534", - "issue:44610", "issue:44617", "issue:44734", "issue:44743", "issue:44792", "issue:44855", "issue:44913", - "issue:44933", "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45245", - "issue:45362", "issue:45381", "issue:45406", "issue:45542", - "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45632", "issue:45698", + "issue:46178", + "issue:46202", "issue:46234", "issue:46369", "issue:46421", "issue:46617" ], "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43572|issue:46178", "issue:45127|issue:45200", "issue:45542|issue:46234", "issue:43504|issue:45698", "issue:43673|issue:44743", - "issue:43525|issue:43531", "issue:44792|issue:44977", "issue:44792|issue:45600", - "issue:44617|issue:45584", - "issue:44734|issue:45406", + "issue:43525|issue:43531", "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:44617|issue:45584", "issue:44190|issue:44964", "issue:35141|issue:42490", "issue:45632|issue:46617", - "issue:44855|issue:45588", - "issue:45381|issue:46369", "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:44855|issue:45588", "issue:43761|issue:44242", - "issue:43673|issue:46421", - "issue:43827|issue:43994", - "issue:45563|issue:45584", - "issue:44479|issue:44734", - "issue:43065|issue:44610", - "issue:43644|issue:44913", - "issue:44933|issue:45362", - "issue:43335|issue:44855", - "issue:41720|issue:45245", - "issue:25251|issue:27957" + "issue:43673|issue:46421" ], - "prepared_review_unit_hash": "69ae843fe18398095ef7f086bab552f20776e2581f066f434755164d96c9ccbf", + "prepared_review_unit_hash": "0c5de2ef1be93863f56e0d1a3c70934290d9879d26b912687c4e30ca14a0a908", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35750, - "estimated_input_tokens": 8938, - "estimated_eval_tokens": 18132 + "soft_pair_count": 26, + "serialized_chars": 35566, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated issues with only one clear duplicate pair: the v5 non-persistent buffer regression reported in issue 43644 and re-reported in 44534. No PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43644 is the earliest, more detailed report of the non-persistent buffer junk regression; issue:44534 is a later re-report of the same symptom.", + "summary": "These items are largely unrelated across different model families and subsystems. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the issues span unrelated bugs, and none of the soft pairs describe the same concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest canonical issue candidate in this set because it captures the underlying v5 buffer corruption bug directly and has the clearest context.", + "best_issue_reason": "No global best issue for deduping stands out, because there is no true duplicate cluster here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same project area (SAM3) but different problems: a dummy Conv2d implementation vs CUDA OOM in video inference." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Completely unrelated: a vague data request versus a Gemma pipeline roundtrip bug on the \u2581 token." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both concern Mistral/Ministral, but one is weight tying and the other is a FlashAttention runtime failure." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input processing versus Qwen2_5_VL chat templating with padding=False." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are vision/video regressions, but they affect different models and symptoms; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "One is a pipeline processor lookup issue, the other is a missing attribute on a SAM3 vision encoder output." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different failures: metric gathering drops labels in the last batch versus auxiliary loss normalization." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated config field regression versus a backend mapping error for tensorflow_text." + }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different bugs: LoRA/vocab merge collapse vs Gemma 4 multimodal token-type defaults." + "reason": "Different behaviors: LoRA merge collapse with tied embeddings versus a missing mm_token_type_ids default." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different areas: TensorBoard-only backend detection vs missing import_utils symbol." + "reason": "Different subsystems: TensorFlow backend detection versus a missing import_utils helper function." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Different model-loading problems: legacy BEiT preset field vs custom-module reload picking the wrong module." + "reason": "Both involve model loading, but one is a legacy preset field issue and the other is wrong custom-module resolution after save/load." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both cache-related, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent state reset in Qwen3.5 modular code." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Unrelated configs/models: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Both mention cache/state handling, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states in qwen3_5 modular code." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different failures: janus image-generation test breakage vs Qwen3.5 flash-attention generation." + "reason": "Different models and failures: janus image-generation test versus Qwen3.5 flash-attention generation." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "One is a failing janus test; the other is stale auto_mappings references for removed configs." + "reason": "Completely unrelated: janus test failure versus stale auto_mappings entries for removed SAM3LiteText configs." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config bugs: missing pad_token_id in Llama4Config versus sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + "reason": "Different regressions: non-persistent buffers getting junk values versus GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different crashes in different code paths: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + "reason": "Different serve crashes: KV-cache continuation tensor indexing versus Gemma4Processor missing _tokenizer." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Non-persistent buffer junk regression vs GPTNeoX rotary_pct reload defaulting are different bugs." + "reason": "Unrelated: SAM3 video CUDA OOM versus Whisper empty-transcription generation failure." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model with latest transformers." + "reason": "Different loading paths: local dataset loading in an example script versus a multimodal model load failure." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different loading/serialization issues: output embedding reinit on resize vs trailing-slash local model warning." + "reason": "Different bugs despite both involving loading behavior: embedding reinit after resize versus import warning from a trailing-slash local path." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both concern cache paths, but one is trust_remote_code leaf-name collisions and the other is FileNotFoundError loading from cache." + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Python 3.13 TorchScript parse error is unrelated to flash_attention s_aux=None crash." + "reason": "Different model-shape issues: Qwen3-VL weight mismatch versus a tied-weights warning in Qwen3-Next." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Video vision_position_ids regression vs Sam3-LiteText memory overflow are different problems." + "reason": "Different model families and symptoms: Qwen2.5-VL video position IDs versus SAM3-LiteText memory overflow." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Qwen3-VL weight shape mismatch is unrelated to Qwen3-Next tied-weights warning." + "reason": "Unrelated: Python 3.13 import parsing error versus flash_attention.py crashing on sink-less models." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression and router-logits/load-balancing loss are separate model behaviors." + "reason": "Both are regressions, but one is CLIPVisionModel hidden_states and the other is MoE load-balancing loss; different bugs." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention cache, but one is missing cache state in v5 and the other is lazy cache init causing recompilation." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 bad pipeline outputs are not the same underlying issue." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Paged generate warning about num_return_sequences is unrelated to Whisper empty transcription failure." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video input regression across Qwen VL variants is not the same as KV-cache continuation indexing in serve." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/processor bugs." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "The buffer-junk regression is unrelated to GPTNeoX config reload behavior." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are different failures." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and DebertaV2 import parsing on Python 3.13 are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to the category-cardinality runtime error." - }, - { - "left": "issue:25251", - "right": "issue:27957", - "accept": false, - "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 are different issues." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Same underlying v5 regression: non-persistent buffers are being filled with junk; 44534 is just a later restatement of the same bug." + "reason": "Both involve chunked prefill/cache, but one is a missing cache attribute in v5.0.0 and the other is lazy cache init causing recompilation; not mergeable as one bug." } ] }, @@ -10750,47 +10831,47 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ - "issue:36246", - "issue:38617", - "issue:41628", - "issue:42175", + "issue:25251", + "issue:27957", + "issue:41720", "issue:42796", + "issue:43065", "issue:43116", "issue:43295", "issue:43335", "issue:43540", "issue:43550", - "issue:43643", - "issue:43854", + "issue:43644", + "issue:43827", + "issue:43994", "issue:44077", "issue:44112", "issue:44190", - "issue:44246", - "issue:44279", "issue:44462", "issue:44464", - "issue:44496", + "issue:44479", "issue:44521", + "issue:44610", "issue:44617", - "issue:44683", "issue:44734", "issue:44737", "issue:44779", + "issue:44855", "issue:44877", + "issue:44913", + "issue:44933", "issue:44938", - "issue:44964", - "issue:45003", "issue:45127", "issue:45245", "issue:45276", "issue:45357", + "issue:45362", "issue:45381", - "issue:45446", "issue:45542", "issue:45563", "issue:45584", @@ -10805,15 +10886,24 @@ "issue:46489" ], "soft_pairs": [ + "issue:43827|issue:43994", + "issue:45563|issue:45584", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:41720|issue:45245", + "issue:43335|issue:44855", "issue:43550|issue:44190", "issue:44077|issue:44877", - "issue:44617|issue:46369", "issue:44464|issue:45563", + "issue:44617|issue:46369", "issue:43335|issue:44190", "issue:45127|issue:45357", "issue:44521|issue:45381", - "issue:43116|issue:44190", "issue:44112|issue:45600", + "issue:43116|issue:44190", "issue:44779|issue:46489", "issue:43540|issue:44734", "issue:44737|issue:45803", @@ -10823,229 +10913,213 @@ "issue:45632|issue:46234", "issue:44462|issue:45907", "issue:42796|issue:44521", - "issue:36246|issue:41628", - "issue:46082|issue:46121", - "issue:44246|issue:45003", - "issue:36246|issue:38617", - "issue:45245|issue:45584", - "issue:42175|issue:44279", - "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:44112|issue:44964", - "issue:43854|issue:44964", - "issue:44683|issue:45446" + "issue:46082|issue:46121" ], - "prepared_review_unit_hash": "f41fc0b8073e6f74ebfc92d0550ee40c672e3f738928734efef3a0be3cd81f83", + "prepared_review_unit_hash": "b3005921f4a4e6a43095b3ef83a9fbe1abe23b6d8657c87b2f814d5b30028b52", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36505, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "soft_pair_count": 28, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: most pairs share only broad subsystem or vocabulary overlap, not the same concrete bug. The only soft edge that looks like a true duplicate/regression pair is the DeepSeek tokenizer pair.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 44521 is a reasonable anchor because it is open and has the strongest visible activity signal in this set, including the highest discussion count and inbound references. Its title also clearly states a concrete multimodal chat-template bug.", + "summary": "The cluster is mostly heterogeneous, so only one soft duplicate pair looks strong: the DeepSeek tokenizer v5 regression. The rest are similar at a high level only and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44779 is the broader, earlier report of the DeepSeek tokenizer regression in v5; issue:46489 reads like a narrower follow-up for DeepSeek-Coder v1 and cites a gap in PR #44801's fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best representative issue by the visible metadata: it is open, has the highest discussion and inbound-reference counts in the packet, and its title is specific and concrete. I would keep the choice cautious and avoid claiming more than the metadata supports.", + "best_issue_reason": "issue:44779 is the best representative issue because it captures the underlying tokenizer regression most generally and can anchor the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Different failures: torch.compile/SDPA in Bamba-9B-v2 versus local dataset loading in an example script." + "reason": "Both mention pipelines, but one is a docs-removal issue and the other is a model/output regression with AutoModel/pipeline. Not the same bug." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Both involve config handling, but the titles point to different models and different bugs." + "reason": "Both are generation-related, but one is a stale warning about num_return_sequences and the other is an empty-transcription failure after align_special_tokens. Different code paths." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Both are memory-related and in the Sam3 family, but one is CUDA OOM and the other is a memory overflow in a different model variant." + "reason": "One is a video-input regression across Qwen VL models; the other is a serve/KV-cache tensor indexing crash. Too different to merge." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale warning in paged generate()." + "reason": "Both concern vision models and input sizing, but they target different models and different mistakes: a dummy Conv2d vs processor/model size mismatch." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to local dataset loading in an example script." + "reason": "One is about non-persistent buffer initialization in Transformers 5.0, the other is config reload losing rotary_pct. Not the same underlying defect." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different code paths: LoRA merge/extended vocabulary collapse versus incorrect visual encoder keys on save_pretrained." + "reason": "A missing import from image_utils and a Qwen3.5 chat crash are unrelated beyond both being runtime issues." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Both are multimodal, but the reported bugs differ: all-zero assistant masks versus wrong vision position IDs for video input." + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated problems." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Multi-label classification empty outputs and local dataset loading are different example-script problems." + "reason": "CUDA assert on auto device mapping is not the same as the 2^24 category limit error." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "CI stale device override failure is not the same as stale auto_mappings references to removed configs." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both describe DeepSeek tokenizer regressions on transformers v5+, and the newer issue reads like a gap in the earlier fix." + "reason": "SwitchTransformers sparse-layer config and DebertaV2 import indentation failure are unrelated." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Different features and failure modes: Qwen3OmniMoe video input versus transformers serve KV-cache continuation." + "reason": "torch.compile/SDPA failure in Bamba and local dataset loading in an image classification example are separate issues." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "XLNet CPU device placement and a bare-except tensor conversion issue are unrelated code paths." + "reason": "Both are config-related, but one is about allowing optional post_init and the other about strict config loading for granite_speech. Different fixes." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Processor/tokenizer access regression is unrelated to gemma4 embedding resize propagation." + "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are different dependency issues." + "reason": "Both mention memory, but they involve different Sam3 variants and different symptoms; not enough evidence of one underlying bug." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate bugs." + "reason": "Sparse-layer config creation and local dataset loading are unrelated." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Trust-remote-code cache-path collision is unrelated to a missing import_utils availability helper." + "reason": "LoRA/vocab merge collapse and incorrect visual encoder keys in save_pretrained are different model-state bugs." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Ignoring tokenizer.json and not forwarding revision to list_repo_files are different API bugs." + "reason": "Both involve multimodal chat/template behavior, but one is assistant_masks all-zero and the other is wrong vision_position_ids. Not the same concrete defect." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." + "reason": "Both are CI-related, but one is a stale device override test and the other is a broken auto_mappings reference. Different failure modes." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Different missing exports: Qwen2_5_VLImageProcessor versus AutoImageProcessor." + "reason": "Both are example-script issues, but one is empty multi-label results and the other is local dataset loading. Not duplicates." }, { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter dict conversion are separate validation problems." + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions in Transformers v5, with incorrect outputs and a likely shared tokenizer-handling bug; 46489 looks like a follow-up to the same issue." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Import timing is not the same bug as unsafe sys.modules access." + "reason": "Video-input ValueError in Qwen3OmniMoe and serve KV-cache indexing crash are unrelated." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "These are unrelated ImportErrors affecting different symbols." + "reason": "Missing device= in XLNet relative positional encoding and a bare except in Fuyu tensor conversion are distinct bugs." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Category cardinality limits and Whisper empty-transcription generation are unrelated runtime failures." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize propagation are different issues." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Packaging TensorFlow with a torch install and a generic dependency issue are too broad to be the same concrete bug." + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are unrelated." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Missing fields with trust_remote_code and unrecognized-model config loading are different AutoConfig behaviors." + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Phi-4 multimodal loading and stale Sam3LiteText auto-mapping references are not the same issue." + "reason": "Cache-path collision for trust_remote_code and a missing import-utils symbol are unrelated." }, - { - "left": "issue:44112", - "right": "issue:44964", + { + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "A GraniteSpeech CI test failure and a Phi-4 multimodal loading problem are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository API issues." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Phi-4 multimodal loading are model-specific but distinct." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different problems." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and an AuxRequest version-check bug are different flex_attention issues." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary overstates the evidence. In the packet, issue 44521 is open and has higher discussion/inbound reference counts, but nothing here supports calling it \"reproducible,\" \"central,\" or clearly the best overall representative beyond a cautious anchor choice. The DeepSeek tokenizer pair verdict looks reasonably conservative, but the issue/PR rationale should avoid unsupported strength claims. Please soften the representative-issue language to stay strictly grounded in the visible metadata and titles." + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44779 and issue:46489, is supported by the titles and descriptions as the same DeepSeek tokenizer regression in Transformers v5+, with 46489 reading as a narrower follow-up to the earlier broader report. The remaining pair verdicts are appropriately cautious and do not overstate duplicate evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11058,306 +11132,300 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:27957", "issue:32090", "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", "issue:41950", + "issue:42175", "issue:42907", "issue:43295", - "issue:43299", "issue:43381", "issue:43404", "issue:43441", "issue:43479", "issue:43526", "issue:43531", + "issue:43643", "issue:43650", "issue:43673", - "issue:43824", + "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", - "issue:44075", + "issue:44112", "issue:44186", "issue:44220", + "issue:44246", "issue:44279", "issue:44295", "issue:44336", - "issue:44368", "issue:44496", + "issue:44683", "issue:44734", - "issue:44792", - "issue:44933", + "issue:44964", "issue:44987", + "issue:45003", "issue:45042", "issue:45083", "issue:45216", + "issue:45245", "issue:45335", "issue:45375", + "issue:45446", "issue:45584", - "issue:45588", "issue:45593", "issue:45600", - "issue:45759", - "issue:46123", - "issue:46369", "issue:46424", - "issue:46506", - "issue:46515" + "issue:46506" ], "soft_pairs": [ - "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:36246|issue:38617", + "issue:43854|issue:44964", + "issue:44683|issue:45446", "issue:27957|issue:35141", + "issue:43404|issue:45216", "issue:44295|issue:46506", - "issue:41950|issue:44016", "issue:44186|issue:44734", + "issue:41950|issue:44016", "issue:43650|issue:44220", - "issue:44016|issue:44220", "issue:43673|issue:46424", + "issue:44016|issue:44220", "issue:43479|issue:45375", "issue:32090|issue:35141", "issue:43531|issue:45600", "issue:45083|issue:46506", - "issue:43976|issue:44987", "issue:43295|issue:45335", + "issue:43976|issue:44987", "issue:43526|issue:43901", "issue:44496|issue:45042", "issue:42907|issue:43441", "issue:43673|issue:44336", - "issue:43441|issue:45588", - "issue:44016|issue:44062", "issue:43381|issue:45593", - "issue:43901|issue:44496", - "issue:43976|issue:44279", - "issue:46123|issue:46369", - "issue:44792|issue:46424", - "issue:44496|issue:45759", - "issue:43824|issue:44933", - "issue:43299|issue:45216", - "issue:44279|issue:46515", - "issue:45335|issue:45584", - "issue:44075|issue:44368" + "issue:43901|issue:44496" ], - "prepared_review_unit_hash": "77c448af66c640899cd0eaaebddd7cbc62b37f1efdd9475ca4382b60f4bdf573", + "prepared_review_unit_hash": "de65bf92a1872527248844340b1bf846c26f2bff0d1bb460f335dc419f408be5", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36351, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity links are mostly superficial (same model family, same subsystem, or same broad theme) rather than the same underlying bug. I would not merge any of the suggested pairs.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45216 is the clearest standalone report in the set: a concrete regression, explicit version boundary, and a specific save_pretrained failure mode.", + "summary": "All soft links are broad subsystem similarities, but none describe the same underlying bug or change. These issues span unrelated import/export problems, model-specific regressions, cache behavior, training/runtime errors, and docs/notebook cleanup.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items do not form a duplicate set; they are only loosely related by high-level Transformers subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "Best issue to keep as the representative bug report because it is specific, reproducible, and actionable; the rest of the cluster is too mixed to serve as a true duplicate group.", + "best_issue_reason": "Issue 44964 is the strongest standalone issue: it has a concrete repro, clear user impact, and a specific model-loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Both involve weight/config behavior, but one is about untied lm_head weights and the other about incorrect checkpoint saving; different bug and fix path." - }, - { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to token embedding resize/post_init reinitialization." + "reason": "Both touch import-time behavior, but one is an intermittent import slowdown and the other is unsafe sys.modules access; not the same bug." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Both are import errors, but they concern different symbols and different modules; no shared root cause is evident." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Pipeline processor lookup bug and a notebook syntax error are unrelated." + "reason": "Runtime category-limit error and Whisper empty-transcription failure are unrelated code paths." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to server KV-cache continuation indexing." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to stale auto_mappings references to removed configs." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Generic issue title and _torch_extract_fbank_features bug do not describe the same failure." + "reason": "Missing fields with trust_remote_code is a config parsing issue, while the other is an unrecognized model/config loading error." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "Packaging/backend installation complaint and a generic dependency issue are too vague and do not indicate the same failure." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is a max_cache_length configuration limitation; not the same bug." + "reason": "CI stale device override test failure is unrelated to loading a specific Phi-4 multimodal model." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Different multimodal config classes and different missing/default field behavior." + "reason": "Both mention imports, but one is a missing model processor export and the other is a missing utility from configuration_utils; different fixes." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resizing/post_init reinitialization." + "reason": "Both involve model loading, but they are different models with different failure modes and likely different fixes." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and auto_mappings CI breakage are unrelated." + "reason": "One is a compiled flex_attention failure on torch>=2.9, the other is an incorrect version guard around an AuxRequest import; not mergeable as one fix." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to PPDocLayoutV3 CPU/CUDA discrepancy." + "reason": "FlashAttention 2 support for XLMRoberta and token-embedding resize reinitialization are unrelated features." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Python version compatibility issue is unrelated to loading a specific model repo." + "reason": "Weight tying in Mistral3 and Qwen3.5 save_pretrained regression affect different models and code paths." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." + "reason": "A position_ids buffer read error and CPU/CUDA output divergence are distinct bugs with no shared root cause." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Image label reduction bug and pipeline docs mismatch are different issues." + "reason": "Tokenizer padding/NER crashes and KV-cache continuation indexing are separate subsystems and failures." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Model type/config import failure is unrelated to PIL backend torchvision requirements." + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Dequantized model saving failure and FlashAttention failure for Ministral-3 are different code paths." + "reason": "The title 'ADD THE DATA' provides no technical overlap with the fbank feature extraction issue." }, { "left": "issue:43673", - "right": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Generation cache bug and ANSI escaping in loading_report are unrelated." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is a cache-length config limitation; different bugs." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Both mention flash attention, but one is a model-specific load failure and the other is an integration crash on s_aux=None; not the same concrete bug." + "reason": "Notebook syntax error and feature extraction helper issue are unrelated." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Both are config-initialization problems, but for different multimodal models and different missing fields." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation is unrelated to D-FINE auxiliary loss handling." + "reason": "Trainer NoneType broadcast error is unrelated to embedding resize reinitialization." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to unrecognized model config import failure." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are different model/config issues." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Python support regression and dependency issue are not the same bug." + "reason": "A qwen3_omni_moe helper-length bug and PPDocLayoutV3 CPU/CUDA mismatch are unrelated." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "MaskGenerationPipeline batch-finalization bug and sam3-litetext memory overflow are unrelated." + "reason": "Both concern model component state after resize/save, but the affected components and failure modes are different." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Failed janus image-generation test and cache max length behavior are unrelated." + "reason": "Python version compatibility and a specific model load failure on transformers>=5.1.0 are not the same bug." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Missing model_type in config and failure to unwrap text_config are different model-loading bugs." + "reason": "BEiTImageProcessorFast label reduction and text-classification docs drift are unrelated." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Missing Qwen2_5_VL export and a nonexistent image_utils import are unrelated import/export problems." + "reason": "Unrecognized model config and PIL backend requiring torchvision are different load-time dependency problems." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained regression are different failure modes." + "reason": "Both concern Ministral/Ministral-3, but one is saving dequantized weights and the other is FlashAttention failure; not the same fix." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "General dependency issue and torch 2.4.1 incompatibility are not the same underlying bug." + "reason": "Cache continuation and ANSI-code logging are unrelated issues." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Decoder embed_tokens resize bug and Whisper empty transcription failure are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training bugs." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated." + "reason": "Documentation about return_all_scores and an unrecognized-model import failure do not share a code path." } ] }, @@ -11376,279 +11444,293 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:38175", "issue:39692", "issue:41950", "issue:42796", - "issue:42994", "issue:43295", "issue:43299", - "issue:43317", "issue:43441", - "issue:43479", - "issue:43525", "issue:43577", "issue:43650", - "issue:43653", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", "issue:44016", + "issue:44062", + "issue:44075", "issue:44242", "issue:44279", - "issue:44291", "issue:44351", - "issue:44462", - "issue:44466", - "issue:44521", + "issue:44368", + "issue:44496", "issue:44617", "issue:44683", "issue:44779", + "issue:44792", + "issue:44933", "issue:45020", - "issue:45081", "issue:45103", "issue:45200", "issue:45216", - "issue:45276", "issue:45278", - "issue:45325", + "issue:45335", "issue:45357", "issue:45372", "issue:45405", "issue:45542", - "issue:45593", + "issue:45584", + "issue:45588", + "issue:45759", "issue:45812", "issue:45823", - "issue:45834", "issue:46082", - "issue:46209", + "issue:46123", + "issue:46369", "issue:46399", - "issue:46512" + "issue:46424", + "issue:46512", + "issue:46515" ], "soft_pairs": [ + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44016|issue:44062", + "issue:46123|issue:46369", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", "issue:46082|issue:46399", "issue:44279|issue:45405", "issue:42796|issue:43650", "issue:43577|issue:45216", - "issue:41950|issue:45020", "issue:45103|issue:45372", "issue:39692|issue:43901", "issue:43295|issue:44779", + "issue:41950|issue:45020", "issue:44351|issue:45278", "issue:43299|issue:45357", - "issue:41950|issue:45823", - "issue:38175|issue:44617", "issue:43976|issue:45405", "issue:44242|issue:45200", - "issue:44683|issue:45542", + "issue:38175|issue:44617", "issue:46082|issue:46512", + "issue:41950|issue:45823", "issue:44779|issue:45812", - "issue:43299|issue:43854", - "issue:43650|issue:46209", - "issue:43479|issue:43525", - "issue:44466|issue:45276", - "issue:44521|issue:45325", - "issue:43653|issue:45593", - "issue:44016|issue:44291", - "issue:44462|issue:45081", - "issue:43441|issue:45834", - "issue:42994|issue:43317" + "issue:44683|issue:45542", + "issue:43299|issue:43854" ], - "prepared_review_unit_hash": "de99d3b0c9df1794246621925885b584a3b0641d97961750e16783867b8b756e", + "prepared_review_unit_hash": "aa2cbf91db71f88961d161b30a6afa58b6938aea2540d5e05e6403fd518a9569", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "soft_pair_count": 29, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different models, pipelines, docs, and dependency/version regressions. None of the soft pairs looks like the same underlying bug, so all soft edges are rejected.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: the candidate pairs only share broad themes like Transformers regressions, imports, or multimodal processing, but each points to a different concrete code path or artifact. I would reject all soft edges and avoid forcing a single canonical duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items are mostly unrelated bugs spanning tokenizers, pipelines, model loading, save/load regressions, docs, and runtime compatibility issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone representative: it describes a concrete, high-impact silent regression in a widely used API path (`AutoTokenizer`) with clear model scope and symptom.", + "best_issue_reason": "No global best issue is a strong representative here; the set is too mixed for one issue to safely serve as the canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Different models and failure modes: LlamaConfig head_dim validation vs Qwen3.5 kernel registration crash." + "reason": "Both mention flash attention, but one is a Ministral v5 RC failure and the other is an AttributeError in sink-less flash_attention handling; different bugs and fixes." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "A generic dependency problem is not the same as bumping `MIN_PEFT_VERSION` to an unreleased release." + "reason": "A Python version support regression and a generic dependency issue are not the same underlying problem." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Unrelated: tokenizer BPE-marker handling vs a vague \"ADD THE DATA\" report with no matching bug signature." + "reason": "Notebook syntax error vs. tokenizer AddedToken argument conflict; unrelated failure modes." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Different regressions in different models: BLIP-2 dtype propagation vs Qwen3.5 save_pretrained checkpoint contents." + "reason": "Pipeline batch-finalization bug and Sam3 memory overflow are different code paths with different symptoms." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Video pipeline processor lookup bug is unrelated to remote_code model loading regressions." + "reason": "Janus test failure and cache max length behavior are separate model/runtime issues." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Different code paths and symptoms: auto_docstring annotation handling vs Gemma 4 processor loading import failure." + "reason": "Different import failures in different modules; no shared concrete missing symbol or code path." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Both mention docs, but they are separate documentation errors for different APIs and model examples." + "reason": "One is missing model_type for an OLMo checkpoint, the other is composite Qwen config unwrapping; not the same bug." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Custom model processor/tokenizer regression is not the same as Deepseek tokenizer output corruption." + "reason": "Both involve Qwen3.5, but one is a loading failure and the other is an incorrect save_pretrained checkpoint layout." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "A single missing import is not the same as broad import failures after a major version upgrade." + "reason": "Generic dependency complaint vs torch 2.4.1 incompatibility; too vague and not the same issue." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Model loading failure and incorrect save_pretrained key serialization are distinct bugs." + "reason": "Embedding resize mismatch and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Pipeline processor mismatch is unrelated to a Gemma4 device_map forward-time device mismatch." + "reason": "SGD argument handling and a tie_word_embeddings warning are different behaviors in different model/optimizer code paths." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are different model/runtime problems." + "reason": "Config validation around head_dim is unrelated to a rotary-pos-emb kernel registration crash." }, { - "left": "issue:43976", + "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility issue is unrelated to a PEFT version pin mismatch." + "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION past what PyPI provides." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Missing load-balancing loss and Gemma 4 text-only `mm_token_type_ids` handling are different model-training issues." + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' issue do not describe the same bug." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Torch flex_attention compilation failure is unrelated to a TensorFlow backend installation issue." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained checkpoint corruption are different regression classes." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "LlamaConfig validation on `head_dim` is different from stale `model.config.dtype` after `from_config`." + "reason": "Auto-docstring annotation introspection crash and mistral_common ReasoningEffort import failure are unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and different observable errors." + "reason": "SigLIP2 doc example problems and a TextClassificationPipeline docs mismatch are separate documentation issues." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Qwen3.5 loading regression and GLM-4.7-Flash unit test loading failure are separate model-specific issues." + "reason": "Processor/tokenizer image-passing regression and Deepseek tokenizer output regression are different tokenizer-related bugs." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "The first issue is nonspecific; the second is an FP8 inference failure on B200 hardware, a distinct runtime bug." + "reason": "Video-classification pipeline processor selection and remote_code model breakage are broad but distinct problems." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Different config/init bugs: default multimodal sub-config handling vs missing `pad_token_id` attribute." + "reason": "A missing HybridCache import is not the same concrete issue as a broad set of import errors after upgrade." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Incorrect `lm_head.weight` serialization and `resize_token_embeddings` not updating Gemma4 embeddings are separate save/resize behaviors." + "reason": "Both concern Qwen3.5, but one is model loading and the other is incorrect visual encoder key saving." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Assistant mask generation for multimodal chat templates is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Python compatibility regression and an unreleased PEFT minimum-version bump are different release issues." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "MoE load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are unrelated model behaviors." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Notebook syntax error and `init_empty_weights` argument incompatibility are entirely different problems." + "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video CUDA OOM are unrelated model/runtime issues." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "AutoTokenizer ignoring repository tokenizer.json is not the same as a Mistral regex patch crash." + "reason": "Head-dim validation in LlamaConfig and stale config.dtype after from_config are different API problems." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error do not share the same bug." + "reason": "Both are about vision models, but pipeline processor lookup and Gemma4 PLE device placement are not the same bug." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite AutoTokenizer wrong IDs are separate tokenizer correctness bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 compiled flex_attention failure and a tensorboard/TensorFlow backend import problem are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Quantized model saving failure and dequantized model loading/offload failure are different stages of the workflow." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are different model-loading failures." } ] }, @@ -11667,21 +11749,23 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:33290", - "issue:41628", "issue:42175", + "issue:42994", + "issue:43317", "issue:43441", + "issue:43479", "issue:43525", - "issue:43643", + "issue:43650", + "issue:43653", "issue:43673", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", "issue:43881", "issue:43901", @@ -11689,39 +11773,46 @@ "issue:43994", "issue:44016", "issue:44162", - "issue:44188", "issue:44246", "issue:44261", "issue:44263", - "issue:44297", - "issue:44336", + "issue:44291", "issue:44361", - "issue:44373", - "issue:44496", - "issue:44589", + "issue:44462", + "issue:44466", + "issue:44521", "issue:44623", "issue:44671", "issue:44683", "issue:44749", "issue:44779", "issue:45081", - "issue:45103", - "issue:45362", + "issue:45276", + "issue:45325", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", "issue:45593", "issue:45600", "issue:45656", "issue:45712", "issue:45800", "issue:45823", + "issue:45834", "issue:45907", + "issue:46209", "issue:46291", "issue:46399" ], "soft_pairs": [ + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:42994|issue:43317", "issue:33290|issue:45656", "issue:44361|issue:45593", "issue:44261|issue:44263", @@ -11729,243 +11820,215 @@ "issue:45600|issue:45712", "issue:45081|issue:45907", "issue:44623|issue:45397", - "issue:45542|issue:45800", "issue:42175|issue:43976", - "issue:44016|issue:45823", + "issue:45542|issue:45800", "issue:43901|issue:43994", "issue:44671|issue:44779", "issue:43441|issue:44683", + "issue:44016|issue:45823", "issue:43673|issue:43761", "issue:43723|issue:44162", "issue:43525|issue:43881", - "issue:46291|issue:46399", "issue:43901|issue:44246", - "issue:43824|issue:43976", - "issue:43525|issue:43643", - "issue:44188|issue:44336", - "issue:44589|issue:45362", - "issue:44297|issue:45397", - "issue:44336|issue:44373", - "issue:43784|issue:45542", - "issue:41628|issue:43976", - "issue:44246|issue:44496", - "issue:45561|issue:45563", - "issue:45103|issue:46399" + "issue:46291|issue:46399", + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "d1a4d3e061f9dcd09a3e835617e06e90f9daf2a75cf21e09139beb462cd17765", + "prepared_review_unit_hash": "ffdd168017604e57dacf79e40d557b60b3b0607bc7fd008dbb4f3e1c09dea238", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36367, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "soft_pair_count": 28, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "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 unrelated import errors, tokenizer/model regressions, packaging/backend problems, docs, and performance regressions. None of the soft pairs look like the same underlying bug or change, so no merges are warranted.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of distinct Transformers bugs/regressions rather than true duplicates. The only recurring themes are broad v5 tokenizer/model-loading regressions, but the paired items still point to different concrete failure modes, so I rejected all soft edges.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43723 is the broadest and most representative issue here: a general AutoTokenizer loading regression in v5 that overlaps with several other tokenizer-loading complaints, while still being concrete enough to anchor triage.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43723 has the best fit as the cluster representative because it describes a widely applicable tokenizer-loading failure in v5 and is clearer than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed/optimizer behavior, but one is an Adafactor OOM and the other is double optimizer.step calls; different bugs." - }, - { - "left": "issue:44361", - "right": "issue:45593", - "accept": false, - "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated model-specific issues." - }, - { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "One is an MLA layernorm epsilon precision problem; the other is about torch.split return values." + "reason": "Different problems: a vague data-related issue versus FP8 inference failure on B200. No shared code path." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "processor.save_pretrained missing files is a serialization bug, while the other is a data-filtering slowdown regression." + "reason": "Both are config-related, but they affect different model families and different defaults; not the same bug." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Both touch repo housekeeping, but one is broken auto_mappings references and the other is leftover dummy classes leaking into the namespace." + "reason": "Multimodal chat-template masking bug versus Qwen2.5-VL rope-index scaling bug. Related area, distinct defect." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are different code paths." + "reason": "Both involve Gemma4/tied-weight-ish behavior, but one is serialization and the other is embedding resize propagation." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Missing saved processor files and Gemma4 zero3 from_pretrained failures are distinct load/save issues." + "reason": "Tokenizer special-token registration bug versus D-FINE auxiliary-loss behavior. Unrelated code paths." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "TensorBoard-without-TF backend error and a torch/transformers incompatibility are separate packaging/runtime problems." + "reason": "Notebook syntax error and init_empty_weights argument regression are unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow in a torch install and Python version compatibility are not the same bug." + "reason": "Both involve tokenizers, but one is ignoring tokenizer.json and the other is a Mistral regex patch crash. Not the same fix." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Notebook syntax error and Gemma4 device_map='auto' device mismatch are unrelated." + "reason": "Different models and failures: FlashAttention incompatibility versus OCR long-input index error." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Docs mentioning return_all_scores and SigLIP2 wrong outputs are different kinds of issues." + "reason": "Quantized model save failure and dequantized offload load failure are different lifecycle paths." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "CamemBERT MLM regression and Deepseek tokenizer regression affect different components and models." + "reason": "Both mention DeepSpeed and optimizers, but one is OOM with Adafactor and the other is double-stepping the optimizer." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Ministral FlashAttention failure and compiled flex_attention failing on torch>=2.9 are distinct attention-stack bugs." + "reason": "Tokenizer AttributeError versus D-FINE loss handling. No overlap in underlying bug." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states=None are unrelated regressions." + "reason": "Both are bugs, but one is a missing config epsilon and the other is torch.split return handling. Different code paths." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are different model/loading problems." + "reason": "Processor save_pretrained file omission versus a performance slowdown report. Not duplicates." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failed are not the same failure mode." + "reason": "Both are CI/repo-maintenance issues, but one is stale auto_mappings references and the other is dummy class cleanup." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Both involve kernels, but one is a version/revision requirement error and the other is a missing decorator causing registration failure." + "reason": "Tokenizer regex crash versus list_repo_files revision forwarding. Completely different functionality." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "A docs mismatch and intermittent import latency are unrelated." + "reason": "Processor save_pretrained missing files versus Gemma4 zero3 from_pretrained failure. Different subsystems and symptoms." }, { - "left": "issue:43824", + "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Python 3.9/3.10 support are different issues." + "reason": "Packaging/backend dependency issue versus Python version compatibility issue. Not the same bug." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "A missing pad_token_id on Llama4Config and missing fields with trust_remote_code stem from different config-loading paths." + "reason": "TensorFlow backend dependency regression versus torch/transformers version incompatibility. Distinct causes." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Attention kernel divergence under torch.compile and ANSI output in loading_report are unrelated." + "reason": "Documentation mismatch in pipeline docs versus wrong model outputs from AutoModel/pipeline. Not duplicates." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different bugs in different subsystems." + "reason": "Both are v5 regressions, but one is CamemBERT MLM prediction correctness and the other is Deepseek tokenizer output. Different bugs." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained and Gemma4 zero3 from_pretrained failure are separate save/load issues." + "reason": "FlashAttention model issue versus torch>=2.9 compiled flex_attention failure. Different code paths and fixes." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring are not the same kind of problem." + "reason": "Notebook syntax error versus Gemma4 device mismatch in forward. Unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "sentence-transformers import NameError and TensorBoard-without-TF backend errors are unrelated environment issues." + "reason": "Generation cache missing in chunked prefill versus CLIPVision hidden_states regression. Both are v5 regressions, but not the same defect." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "AutoImageProcessor import failure and Python version compatibility are unrelated." + "reason": "Tokenizer loading issue versus ESM2 model breakage. Too different to merge." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Slow imports and unrecognized model/config parsing failures are different bugs." + "reason": "Missing pad_token_id on Llama4Config versus GLM-4V-9B loading failure. Not the same root cause." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning do not share the same underlying code path." + "reason": "Pipeline docs issue versus import slowdowns. No shared bug." }, { - "left": "issue:45103", + "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "auto_docstring crashes with future annotations, while the other issue is about kernel registration decorators." - }, - { - "left": "issue:44261", - "right": "issue:44361", - "accept": false, - "reason": "MLA layernorm epsilon precision and MLukeTokenizer task failures are unrelated." + "reason": "Kernels version/revision requirement failure versus missing decorator in apply_rotary_pos_emb registration. Different failures." }, { - "left": "issue:44589", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Float8 storage backend lookup and Gemma4 device mismatch are different failure modes." + "reason": "Missing Qwen2.5-VL export/import symbol versus Python version incompatibility. Different problem domains." } ] }, @@ -11984,53 +12047,52 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:36246", + "issue:41628", "issue:41950", "issue:42491", "issue:42757", "issue:42886", - "issue:43257", - "issue:43262", "issue:43299", - "issue:43352", "issue:43475", + "issue:43525", "issue:43526", "issue:43531", "issue:43550", - "issue:43596", - "issue:43673", + "issue:43643", + "issue:43784", "issue:43901", - "issue:44162", + "issue:43976", + "issue:44188", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", + "issue:44373", "issue:44485", "issue:44496", - "issue:44561", + "issue:44589", "issue:44734", - "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:45003", - "issue:45137", - "issue:45200", - "issue:45250", + "issue:45103", "issue:45292", "issue:45362", - "issue:45375", "issue:45397", + "issue:45542", "issue:45561", + "issue:45563", "issue:45593", - "issue:45759", "issue:45859", "issue:46132", "issue:46369", @@ -12039,244 +12101,245 @@ "issue:46506" ], "soft_pairs": [ + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44297|issue:45397", + "issue:44336|issue:44373", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:45103|issue:46399", "issue:44242|issue:45593", "issue:42491|issue:43299", "issue:44295|issue:45397", - "issue:43531|issue:45362", "issue:43526|issue:45003", + "issue:43531|issue:45362", "issue:44246|issue:44871", "issue:44336|issue:44485", "issue:41950|issue:44220", "issue:43550|issue:46506", - "issue:36246|issue:42757", "issue:44336|issue:46424", - "issue:36246|issue:44351", + "issue:36246|issue:42757", "issue:42886|issue:46132", + "issue:36246|issue:44351", "issue:44779|issue:45292", "issue:44734|issue:46424", "issue:45003|issue:45561", "issue:45859|issue:46399", - "issue:36246|issue:43596", "issue:43901|issue:45003", "issue:43475|issue:46369", - "issue:44242|issue:44857", - "issue:43257|issue:45137", - "issue:44295|issue:44749", - "issue:43673|issue:44561", - "issue:44496|issue:45003", - "issue:43352|issue:45250", - "issue:44162|issue:45200", - "issue:45375|issue:45759", - "issue:43262|issue:44246" + "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "27ae2c1b5391e23ceec70911518b1c2926edb0f4383dea79c4e6c7f977638735", + "prepared_review_unit_hash": "fe71127c023fcd1fe84a4676fe89891f7b24df73496298c993000a980b41aedd", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36297, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated import, model-loading, cache, and model-specific regressions. I did not find any soft pair that clearly describes the same underlying bug/change closely enough to merge as duplicates. The most broadly representative issue here is the core runtime bug around `modeling_utils` / import behavior (#45003), but it is still not a duplicate of the other reports.", - "confidence": 0.78, - "canonical_issue_reason": "#45003 is the broadest core-runtime bug in the set: it affects shared `modeling_utils` behavior and import/runtime safety rather than a single model family or edge case.", + "summary": "These items are mostly unrelated issues that only share broad surface themes like imports, Qwen3/Qwen3.5, cache, or loss handling. I would reject every soft pair; none clearly describe the same underlying bug or fix. With no PRs present, the best issue representative is 44246 only as a generic, high-signal runtime complaint, not as a true duplicate hub.", + "confidence": 0.84, + "canonical_issue_reason": "No strong duplicate cluster is present. If one issue must represent the set, 44246 is the broadest user-facing problem and the most general signal among otherwise narrow, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "#45003 is the best umbrella representative because it is a central library-level regression with wider blast radius than the model-specific or symptom-specific reports.", + "best_issue_reason": "44246 is the most broadly applicable and actionable issue in the list, but it is not a duplicate match for the others; the rest are mostly specific regressions in unrelated code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Different model heads and loss paths; one is router-logit load balancing, the other is D-FINE auxiliary losses under denoising." + "reason": "Both are import/config-related, but one is a missing Llama4Config field and the other is a trust_remote_code config population bug; different defects." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is LoRA/accelerate+deepspeed compatibility and the other is multimodal model loading on v5; not the same concrete bug." + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI output in loading_report." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Unrelated failures: a `position_ids` buffer read error versus Gemma-4 ZeRO3 `from_pretrained` loading." + "reason": "Different failures: missing Float8 storage type versus Qwen3.5 chat crash." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Different Qwen issues: sliding-window behavior in Qwen3-MoE versus a chat crash in Qwen3.5-35B." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "BEiT image-label reduction bug is unrelated to the core `sys.modules` access issue." + "reason": "Loading_report ANSI codes and a wrong docstring for position_ids are not the same bug." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Import-time slowdown and Gemma eos-token configuration are unrelated bugs." + "reason": "Both mention imports/backends, but one is sentence-transformers NameError on nn and the other is a TensorFlow/tensorboard backend issue." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "ANSI output handling in loading reports is unrelated to GLM-5 RoPE implementation." + "reason": "AutoImageProcessor import failure is unrelated to the Python 3.9+/3.10+ compatibility report." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Different preprocessing paths: video-classification processor selection versus audio feature extraction." + "reason": "Import performance is unrelated to unrecognized model/config loading." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA output mismatch." + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and different packages." + "reason": "Auto-docstring annotation handling and Qwen3.5 rotary registration are different code paths and failures." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Terminal ANSI formatting and cache-length handling are unrelated." + "reason": "Both concern losses, but one is router-logit load balancing and the other is D-FINE auxiliary losses under denoising; not the same defect." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Different missing imports: Qwen2.5 VL image processor versus `HybridCache`." + "reason": "Both involve Qwen3 MoE models, but one is a LoRA compatibility regression and the other is a Qwen3VL loading breakage; distinct issues." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Offline cache loading and `AttentionInterface.register` behavior changes are separate bugs." + "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 zero3 from_pretrained." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "DeepSeek tokenizer correctness and embedding resize propagation are different code paths." + "reason": "BeitImageProcessorFast reduce_labels is unrelated to unsafe sys.modules access in modeling_utils." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "KV-cache continuation indexing crash is not the same as `max_cache_length` only applying to quantized cache." + "reason": "A sliding_window bug in Qwen3-MoE is not the same as a Qwen3.5-35B chat crash." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Core module access bug is unrelated to the pytest-xdist captured-info race." + "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Both touch Qwen3.5 MoE internals, but CPU-offload incompatibility and missing registration decorator are distinct failures." + "reason": "ANSI output in loading_report is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Different import/model failures: missing Qwen2.5 VL processor versus DeepSpeed ZeRO3/BertModel index error." + "reason": "Video-classification pipeline image-processor lookup is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Documentation mismatch for text classification is unrelated to `sys.modules` access in modeling utilities." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA divergence." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "SAM3 vision output attribute error and SAM3 LiteText memory overflow are different bugs." + "reason": "ANSI escape codes in loading_report are unrelated to cache max length handling." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Different loss implementations and different trigger conditions; not the same underlying defect." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are different import errors." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and a ZeRO3 deque index error are separate failures." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "A buffer-read error is not the same as a performance regression after upgrading Transformers." + "reason": "Both are missing imports, but they concern different symbols and code paths, not the same bug." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Chunked-prefill cache handling and removal of `is_torch_fx_available` affect different paths." + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "Unrecognized model config and unsafe `sys.modules` access are unrelated." + "reason": "KV-cache continuation indexing bug is not the same as cache max_length config being ignored." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic flash-attention topic." + "reason": "sys.modules access safety and xdist file-race behavior are unrelated." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "ESM2 breakage and Gemma-4 `mm_token_type_ids` defaulting are different model-specific issues." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is distinct from missing decorator registration for apply_rotary_pos_emb." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing strict field and the other is `text_config` unwrapping; not the same bug." + "reason": "A stale docs/behavior mismatch is unrelated to unsafe sys.modules access." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to import-time slowness." + "reason": "SAM3 output attribute error and SAM3 LiteText memory overflow are different failure modes." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Repeated pair: same conclusion; these are distinct model/runtime bugs." + "reason": "Auxiliary loss gating in D-FINE is unrelated to LwDetrImageLoss AMP/CUDA crashes." } ] }, @@ -12295,62 +12358,71 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ + "issue:36246", "issue:42886", - "issue:43065", - "issue:43408", + "issue:43257", + "issue:43262", + "issue:43352", "issue:43475", "issue:43540", + "issue:43596", "issue:43653", - "issue:43906", - "issue:43931", + "issue:43673", "issue:44038", "issue:44060", "issue:44077", "issue:44162", - "issue:44188", + "issue:44246", + "issue:44295", "issue:44368", "issue:44466", "issue:44479", - "issue:44483", + "issue:44496", "issue:44561", + "issue:44749", "issue:44877", "issue:44977", "issue:44987", "issue:44995", + "issue:45003", "issue:45137", "issue:45200", "issue:45229", + "issue:45250", "issue:45292", "issue:45335", "issue:45375", "issue:45397", "issue:45412", "issue:45459", - "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45656", - "issue:45685", "issue:45701", - "issue:45987", - "issue:46082", + "issue:45759", "issue:46123", "issue:46170", - "issue:46202", "issue:46399", - "issue:46421", - "issue:46431", "issue:46506" ], "soft_pairs": [ + "issue:43257|issue:45137", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", "issue:44877|issue:45375", "issue:45292|issue:45584", + "issue:43352|issue:45250", "issue:44038|issue:46506", "issue:45292|issue:45701", "issue:44561|issue:46399", @@ -12366,138 +12438,180 @@ "issue:44368|issue:44977", "issue:43653|issue:44162", "issue:42886|issue:45229", - "issue:44995|issue:45588", - "issue:43065|issue:43408", - "issue:44877|issue:46170", - "issue:44368|issue:45563", - "issue:43906|issue:46202", - "issue:43931|issue:44368", - "issue:45685|issue:46431", - "issue:44188|issue:46202", - "issue:44483|issue:46202", - "issue:45987|issue:46082", - "issue:44188|issue:46421", - "issue:45584|issue:46170", - "issue:43065|issue:46123" + "issue:44995|issue:45588" ], - "prepared_review_unit_hash": "23edbce633d193e0b4cf4bb83f13b4388f3fd8f285b930557658d00375e87c7b", + "prepared_review_unit_hash": "409d4dbc74b4eccf751aeb5404c02f538ae1f812344c5cc1e3f4fe5a1abd7799", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36068, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "soft_pair_count": 27, + "serialized_chars": 35350, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 }, "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, tokenizer, config, cache, or runtime regressions that only share broad Transformers vocabulary. I found no soft pair that looks like the same underlying bug/change.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45701 is the broadest umbrella candidate among the set (generic tokenization/version-regression report) and has the strongest cross-reference signal, though the cluster overall is still weakly related.", + "summary": "The proposed soft links are all false positives: these issues span unrelated bugs across DeepSpeed, multimodal Qwen, tokenizers, config loading, flash-attention, and model-specific regressions. If a representative issue is needed, issue:44479 is the broadest concrete regression in the set, but the cluster is otherwise heterogeneous.", + "confidence": 0.96, + "canonical_issue_reason": "Issue:44479 is the most representative concrete bug report here: it describes a specific v5.3.0 video-input regression across multiple Qwen VL variants, with broader scope than the narrower or unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best representative issue by breadth and reference activity, even though it does not truly unify the rest of the cluster.", + "best_issue_reason": "Issue:44479 is the strongest global representative because it is concrete, multi-model, and clearly scoped, whereas the rest of the set is mostly unrelated or much narrower in scope.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a Qwen3 MoE weight-conversion bug and the other is a ZeRO3 deque IndexError; different failures." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and Qwen3OmniMoe video-processing ValueError are different model/path bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer vs a Transformers upgrade slowdown are unrelated issues." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are different code paths and failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are distinct problems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaults are unrelated model-specific bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing config field under @strict and the other is text_config unwrapping; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio apply_chat_template sample-rate handling is unrelated to import latency." + }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both concern config validation, but they target different models and different missing fields, so they are not the same bug." + "reason": "Strict config blocking granite_speech and a missing Qwen3_5MoeVisionConfig field are different config-validation bugs." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "One is about resizing token embeddings; the other is Whisper generation after special-token alignment. Different code paths and symptoms." + "reason": "resize_token_embeddings not updating output embeddings is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific unsupported-model Flash Attention 2.0 error is not the same as a generic Flash Attention 2.0 issue." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Unrelated models and failures: Qwen3-VL-Moe loading/version bug versus CPU/CUDA numerical divergence in PPDocLayoutV3." + "reason": "Qwen3-VL-Moe v5 regression and PPDocLayoutV3 CPU/CUDA result mismatch are different bugs." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Resize-token-embeddings behavior is not the same as a general tokenization-version regression." + "reason": "Embedding resize propagation and tokenization changes across versions are unrelated." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Different breakages: removed torch-fx helper affecting trust_remote_code versus Qwen3.5 kernel registration error." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to the Qwen3.5 apply_rotary_pos_emb registration error." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and missing Sam3LiteText auto-mapping entries are unrelated." + "reason": "A ZeRO3 deque crash and stale auto_mappings references to removed Sam3LiteText configs are different failures." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention embedding weights, but one is serialization/tied-weights behavior and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Device-dependent tied-weight serialization and t5gemma resize_token_embeddings propagation are different tied-weights issues, not the same code-path." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released on model deletion is unrelated to partial-batch pipeline result dropping." + "reason": "RT-DETR memory not being released and MaskGenerationPipeline dropping a partial batch are unrelated bugs." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Tokenizer/model-loading failure and protobuf-error masking are different tokenizer issues with different failure modes." + "reason": "A model-loading failure and tokenizer error masking when protobuf is absent are different problems." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import problem." + "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import failure are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video-related, but they affect different model families and distinct attributes/validation failures." + "reason": "SAM3VisionEncoderOutput missing attribute and Qwen3OmniMoe video-processing ValueError are different model-path bugs." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warnings and patchtsmixer post_init gating are separate model/config issues." + "reason": "Qwen3-Next tied-weight warning and patchtsmixer post_init policy are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale indexer cache crash is not the same as missing mm_token_type_ids defaults." + "reason": "A stale indexer-cache crash on second forward pass is unrelated to Gemma4 token-id defaults." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Deepspeed from_pretrained loading and an optimizer step-count bug are different code paths." + "reason": "Gemma-4 ZeRO3 loading and double optimizer.step() under DeepSpeed are different training bugs." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation failure." + "reason": "A Qwen3.5 tied-weights warning and a flash-attention generation bug are not the same issue." }, { "left": "issue:43653", @@ -12509,85 +12623,13 @@ "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading for tokenizers is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different failure modes." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache crash in GlmMoeDsa and flash_attention AttributeError on s_aux=None are different bugs." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "A dummy Conv2d implementation and a model-type mismatch warning are not the same underlying issue." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Strict config loading and Windows/ROCm import failures do not share a code path." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning in paged generate are different warnings with different causes." - }, - { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "An isolated reproduction of a prior issue and a Gemma pipeline roundtrip failure are not the same bug." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-embedding warnings are unrelated." - }, - { - "left": "issue:45685", - "right": "issue:46431", - "accept": false, - "reason": "MPS histogram not implemented for Int and missing chat template on a processor are unrelated API failures." - }, - { - "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": "Chat/completions request rejection is a server/API regression, not a Gemma pipeline tokenization issue." - }, - { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are separate configuration/runtime bugs." - }, - { - "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/compile behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." - }, - { - "left": "issue:45584", - "right": "issue:46170", - "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to the Windows/ROCm distributed import issue." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "Dummy-conv SAM3 issue and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "Stale indexer-cache crashes and flash_attention s_aux=None AttributeError are unrelated bugs." } ] }, @@ -12606,61 +12648,73 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:28282", "issue:30990", "issue:41628", "issue:42371", - "issue:42673", "issue:42994", + "issue:43065", "issue:43232", + "issue:43408", "issue:43475", "issue:43482", - "issue:43525", "issue:43643", "issue:43646", "issue:43673", - "issue:43704", - "issue:43723", - "issue:43784", - "issue:43873", + "issue:43906", + "issue:43931", "issue:44038", "issue:44162", "issue:44188", "issue:44297", - "issue:44351", "issue:44361", + "issue:44368", + "issue:44483", "issue:44623", "issue:44749", "issue:44869", "issue:44871", + "issue:44877", "issue:44933", - "issue:44945", - "issue:44964", - "issue:45081", "issue:45092", - "issue:45103", - "issue:45137", "issue:45230", "issue:45310", "issue:45356", "issue:45375", "issue:45381", "issue:45397", - "issue:45406", "issue:45478", + "issue:45563", + "issue:45584", "issue:45656", - "issue:45753", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", "issue:46132", + "issue:46170", "issue:46202", - "issue:46326", - "issue:46399" + "issue:46421", + "issue:46431" ], "soft_pairs": [ + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:45685|issue:46431", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44749|issue:45656", @@ -12670,252 +12724,238 @@ "issue:44871|issue:46132", "issue:43232|issue:43673", "issue:42994|issue:43482", - "issue:43475|issue:43643", "issue:45230|issue:45397", + "issue:43475|issue:43643", "issue:44869|issue:45356", "issue:28282|issue:30990", "issue:44038|issue:44623", - "issue:43475|issue:45381", - "issue:42371|issue:45092", "issue:45375|issue:45478", + "issue:42371|issue:45092", "issue:41628|issue:44933", - "issue:45310|issue:45375", - "issue:42994|issue:43525", - "issue:44964|issue:45137", - "issue:43784|issue:46399", - "issue:43723|issue:46326", - "issue:45406|issue:46202", - "issue:43232|issue:44188", - "issue:43873|issue:44945", - "issue:41628|issue:44351", - "issue:44945|issue:45753", - "issue:42673|issue:43704", - "issue:45081|issue:45103" + "issue:43475|issue:45381", + "issue:45310|issue:45375" ], - "prepared_review_unit_hash": "fce9a82c178021637fbeffabfbc172b3f89b588202e285f13186be01ef3ee042", + "prepared_review_unit_hash": "db01a07049301b93736a336036cf9ba29a1f141d64c4b79f9290489f6131d1c1", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36497, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 31, + "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 still mostly heterogeneous, with two clear duplicate pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The Qwen3.5 Vision config report issue:45375 is related to the same model family but does not have enough grounded evidence to be treated as a duplicate of the from_pretrained errors.", - "confidence": 0.88, - "canonical_issue_reason": "issue:42673 is the cleanest canonical issue anchor because it has an exact duplicate in the set (issue:43704) with the same title and symptom, making the duplicate relationship unambiguous.", + "summary": "This cluster is mostly heterogeneous issue reports with only loose thematic overlap. The strongest canonical candidate is the exact Qwen3.5-Moe from_pretrained regression pair, while the provided soft-edge candidates are all too weakly related to merge as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it has a precise regression title, and it is exactly duplicated by issue:45478 with the same wording and underlying Qwen3.5-Moe from_pretrained failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate overall in the Qwen3.5 MoE subgroup because it has an exact-title duplicate in issue:45478, making it a very clear duplicate anchor.", + "best_issue_reason": "issue:45310 is the best representative issue in the cluster because it is specific, regression-oriented, and has an exact duplicate sibling, making it the most canonical bug report here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type warning; different bug surfaces and not the same fix." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Completely different areas: granite_speech strict config loading vs Windows/ROCm torch.distributed import failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but one is about tie_word_embeddings config and the other is paged generate() warning logic; unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The first is just a reproduction of another issue; the second is a Gemma pipeline roundtrip tokenization bug. No evidence they are the same underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B-A3B-Instruct load shape mismatch is unrelated to a Qwen3.5 warning about tie_word_embeddings." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for MoE ints and missing chat template on a processor are unrelated failures." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is a different bug than Gemma roundtrip decoding on the \u2581 token." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat-completions request rejection is unrelated to Gemma pipeline token roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are distinct issues in different components." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve caching/compile behavior, but one is attention-kernel branching divergence and the other is cache lazy-init recompilation; not the same concrete bug." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows AMD ROCm torch.distributed import/type error." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder Conv2d issue and MaskGenerationPipeline batch-finalization bug are unrelated." + }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained regressions, but one is tokenizer metadata and the other is processor file output; different code paths and failure modes." + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is missing processor files; too different to treat as the same bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs a performance slowdown during filtering after upgrade; not the same bug." + "reason": "MLukeTokenizer task AttributeError and a 10x slowdown after upgrading Transformers are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown and DeepSpeed optimizer double-step are unrelated symptoms in different parts of the stack." + "reason": "Data filtering slowdown and deepspeed optimizer.step being called twice are different regressions." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code is a config-loading issue; ESM2 being broken is a separate model regression." + "reason": "Generic custom model initialization breakage in v5 and ESM2 breakage are separate model-specific problems." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Filtering slowdown is unrelated to Qwen3.5 MoE from_pretrained failures." + "reason": "Performance regression in data filtering and Qwen3.5-Moe from_pretrained failure are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor files on save_pretrained is unrelated to optimizer stepping twice under DeepSpeed." + "reason": "Processor save_pretrained file emission bug and deepspeed double optimizer step are unrelated." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config mismatch and AttentionInterface.register behavior are different issues." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change do not share the same code path." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both involve generation internals, but one is a sync_gpus kwargs update bug and the other is missing cache during chunked prefill; not the same code-path problem." + "reason": "Both are generation internals, but one is a sync_gpus update-model-kwargs bug and the other is a missing cache issue during chunked prefill; not mergeable as one fix." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different bugs." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "SAM 3 vision encoder missing attribute vs AutoConfig missing fields with trust_remote_code are unrelated." + "reason": "Issue:45230 is too generic to justify duplication, and gemma-4 zero3 from_pretrained is a distinct specific failure." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "A generic bug report and a specific gemma-4 zero3 from_pretrained issue are not the same bug." + "reason": "SAM3 vision encoder output attribute missing and trust_remote_code AutoConfig field loss are different initialization/config issues." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash on trailing replacement character is distinct from Kimi tokenizer codec regression." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 codec/regression warning are different tokenizer/decoder problems." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-not-found ImportError for AutoModel is unrelated to Sentence Transformers getting stuck loading." + "reason": "Missing PyTorch import error and Sentence Transformers getting stuck loading are not the same failure mode." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe / transformers 5 bug and processor.save_pretrained missing files are different bugs." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "SAM 3 video attribute error and Qwen2.5-VL vision_position_ids wrong are unrelated." + "reason": "Both are Qwen3.5-Moe related, but one is a missing deepstack_visual_indexes field and the other is a from_pretrained error; related family, not the same concrete bug." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility do not share the same underlying bug." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "They are in the same Qwen3.5 MoE area, but the packet only shows a specific missing config field versus a generic from_pretrained error; not enough evidence for a true duplicate." + "reason": "TF32 API-settings warning and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they refer to different missing symbols and different import locations; not clearly the same bug." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "These are related by model family, but one is a generic from_pretrained error and the other is a specific missing config field; not enough to treat as the same bug with confidence." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque pop are separate issues." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 rotary kernel registration error are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "AutoTokenizer.from_pretrained v5 loading issue and continue_final_message on mistral_common are distinct tokenizer problems." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure on \u2581 are different bugs." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and attention kernel divergence under torch.compile are unrelated code paths." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading behavior and pipeline parallelism output correctness are different problems." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Missing AutoImageProcessor import and missing HybridCache import are separate export/import regressions." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Incorrect output under pipeline parallelism is unrelated to Qwen3_5 infinite loop on a specific image." + "reason": "Both concern imports in the image stack, but one is AutoImageProcessor import resolution and the other is a different image_utils import issue; too little evidence of a single underlying bug." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "These are exact-title duplicates describing the same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." - }, - { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring kwargs crash are different AttributeError failures in unrelated utilities." + "reason": "SAM3 vision encoder attribute error and Qwen2.5-VL video vision_position_ids bug are unrelated model-specific defects." }, { "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "These are exact-title duplicates for the same Qwen3.5 MoE from_pretrained error, so they are the same underlying bug." + "right": "issue:45375", + "accept": false, + "reason": "Same Qwen3.5-Moe family, but one is a from_pretrained error and the other is a strict-config field-dropping bug; not the same underlying change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the response is mostly conservative, but it overstates one soft-edge pair. `issue:45375` and `issue:45478` do not have enough evidence in the packet to be treated as the same bug; their titles are different, and the rationale relies on a plausible linkage rather than a grounded duplicate match. Also, the exact duplicate pair in this area appears to be `issue:45310` and `issue:45478`, which was not selected. The rest of the summary looks reasonable, but this accepted pair is not precise enough." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12927,10 +12967,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:30333", "issue:30990", @@ -12939,59 +12979,71 @@ "issue:36010", "issue:41628", "issue:42175", - "issue:42222", + "issue:42673", "issue:42831", "issue:42898", "issue:42994", "issue:43232", "issue:43278", "issue:43377", - "issue:43479", "issue:43504", + "issue:43525", + "issue:43704", "issue:43723", "issue:43784", "issue:43824", - "issue:43874", + "issue:43873", "issue:43976", - "issue:44016", "issue:44038", - "issue:44075", - "issue:44079", + "issue:44188", "issue:44222", "issue:44242", + "issue:44351", "issue:44496", "issue:44568", "issue:44623", - "issue:44734", - "issue:44779", "issue:44792", - "issue:44869", "issue:44933", - "issue:45092", + "issue:44945", + "issue:44964", + "issue:45081", "issue:45103", "issue:45137", - "issue:45200", "issue:45310", + "issue:45406", "issue:45561", "issue:45600", "issue:45712", - "issue:45812", + "issue:45753", "issue:46077", "issue:46123", - "issue:46231" + "issue:46202", + "issue:46326", + "issue:46399" ], "soft_pairs": [ + "issue:42994|issue:43525", + "issue:44964|issue:45137", + "issue:43784|issue:46399", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:42673|issue:43704", + "issue:45081|issue:45103", "issue:42994|issue:43824", "issue:44222|issue:45310", "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:42831|issue:44222", - "issue:43232|issue:44792", "issue:43278|issue:45137", + "issue:43232|issue:44792", "issue:42175|issue:44933", "issue:44496|issue:45561", - "issue:42175|issue:45712", "issue:43504|issue:45561", + "issue:42175|issue:45712", "issue:45561|issue:45600", "issue:43976|issue:44933", "issue:30333|issue:33290", @@ -12999,234 +13051,226 @@ "issue:46077|issue:46123", "issue:42898|issue:44568", "issue:43377|issue:44242", - "issue:44623|issue:45310", - "issue:43479|issue:44869", - "issue:42222|issue:45200", - "issue:43479|issue:44079", - "issue:43874|issue:45092", - "issue:44016|issue:46231", - "issue:42898|issue:45812", - "issue:43784|issue:43824", - "issue:43723|issue:44568", - "issue:42898|issue:44779", - "issue:44734|issue:45103", - "issue:44075|issue:46231" + "issue:44623|issue:45310" ], - "prepared_review_unit_hash": "6a2ee937cfb58ce807d73b560c74d6f89ad50154f46b5589d11a8d65165edb24", + "prepared_review_unit_hash": "48a8771a29507f056a4604a4d035562071d022315ea70827bcac16618b9b5afc", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36124, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer regressions, multimodal/model-loading bugs, training/runtime failures, and a couple of docs/tests issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.72, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous. Only the Qwen3ForCausalLM VRAM-leak reports look like a true duplicate pair; the rest are distinct import, generation, quantization, tokenizer, or model-loading bugs that should remain separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue because it has an exact duplicate in issue:43704 and captures a concrete, reproducible Qwen3ForCausalLM VRAM leak with strong enough discussion to anchor deduping.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest standalone report: it has an explicit affected version range, a concrete Qwen3.5-MoE from_pretrained failure, and a clear repro path.", + "best_issue_reason": "issue:42673 is the best dedup target in this set: it is the only exact-match duplicate pair, and its symptom is specific and actionable rather than a broad umbrella report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42994", - "right": "issue:43824", + "right": "issue:43525", "accept": false, - "reason": "Both are loading/import failures, but one is quantized model saving and the other is a missing Qwen2.5-VL symbol; different code paths and symptoms." + "reason": "Different bugs: quantized model saving failure vs missing pad_token_id on Llama4Config." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both mention MoE/FP8, but one is save_pretrained for FP8 moe and the other is a from_pretrained load error; not the same bug." + "reason": "Different code paths: Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Both are Qwen/MoE-related, but they target different model variants and different failures (general v5/Qwen3-VL-Moe versus Qwen3.5-MoE load error)." + "reason": "Both are import/runtime errors, but they affect different symbols and fixes: sentence-transformers nn import vs Qwen3.5 kernel registration." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Both are import errors, but they are for different missing exports (GenerationMixin vs AutoImageProcessor) and likely separate fixes." + "reason": "Tokenizer-related, but not the same bug: v5 tokenizer loading vs continue_final_message for mistral_common." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "One is an FP8 accuracy regression and the other is an FP8 save_pretrained failure; same broad area, but not the same underlying defect." + "reason": "Same Gemma family, different failure: processor _tokenizer attribute crash vs tokenizer roundtrip behavior on \u2581." }, { "left": "issue:43232", - "right": "issue:44792", + "right": "issue:44188", "accept": false, - "reason": "Generation KV-cache continuation and a Janus image-generation test failure are different generation paths with different failure modes." + "reason": "Both touch generation/attention internals, but one is sync_gpus kwargs handling and the other is torch.compile attention-kernel branching." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Mixed precision dtype drift in evaluation is unrelated to a DeepSpeed ZeRO3 deque IndexError." + "reason": "Quantization/offloading behavior is unrelated to pipeline-parallel output corruption." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "A missing TensorFlow backend under torch extras is unrelated to a nonexistent image_utils import." + "reason": "Both are import errors, but for different missing exports: AutoImageProcessor vs HybridCache." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Model config recognition failure and an xdist file race are unrelated; one is model loading, the other is test infrastructure." + "reason": "Pipeline-parallel output bug vs image-specific infinite loop; not the same concrete defect." }, { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Optional dependency packaging vs dummy class cleanup/leakage are different maintenance problems, not the same bug." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and symptom: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Legacy-field preset loading for Beit is unrelated to a pytest-xdist capture race." + "reason": "Both raise AttributeError, but in unrelated areas: Mistral regex patching vs auto_docstring processing." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "One is a parallel test race on a temp file; the other is stale auto_mappings references breaking CI. Different issues." + "reason": "Different failures: quantized save_pretrained issue vs missing Qwen2_5_VLForConditionalGeneration import." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Python version compatibility and a missing import are distinct failure classes." + "reason": "Related MoE/FP8 themes, but one is FP8 save_pretrained and the other is from_pretrained load failure; not the same code-path bug." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Training-job MLflow reporting and a deepspeed/adafactor OOM are unrelated runtime issues." + "reason": "Both concern Qwen3 MoE models, but they target different model generations and different load-time failures." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "SentenceTransformer loading hangs and token-embedding resizing/reinit are unrelated." + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Causal mask construction for Gemma4 and final-partial-batch handling in MaskGenerationPipeline are different pipeline bugs." + "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 MoE save_pretrained failure." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is clean-up spacing behavior and the other is add_special_tokens/BOS-EOS insertion; separate code paths." + "reason": "Embedding dtype change in evaluation is unrelated to ZeRO3 deque IndexError." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and missing load-balancing loss with output_router_logits=False are different model behaviors." + "reason": "Generation kwargs after sync_gpus is unrelated to janus image-generation test failure." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Processor save_pretrained missing files is a serialization bug, while 45310 is a model load/config error." + "reason": "TensorFlow extra/backend packaging issue is unrelated to image_utils import breakage." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Default multimodal config initialization and Whisper timestamp decoding crashes are unrelated." + "reason": "Unrecognized model config vs pytest-xdist race; completely different problems." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Broken VitPose model files and Gemma4 mm_token_type_ids defaults are separate multimodal/model-loading problems." + "reason": "Legacy field model-loading failure vs xdist file race; different artifacts and fixes." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "A config-defaulting bug and a ModelOutput key assignment bug do not share the same underlying code path." + "reason": "Package extra dependency issue is unrelated to leftover dummy class cleanup." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Missing image-patch-count support in one image processor and meta-init incompatibility for old InternVL2 checkpoints are different multimodal compatibility issues." + "reason": "Test race on captured_info.txt vs auto_mappings references to removed configs." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "A notebook syntax error and a docstring parameter-name mismatch are both documentation problems but not the same defect." + "reason": "Python-version compatibility problem vs missing image_utils import." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both are tokenizer regressions, but one is about cleanup_spaces and the other is incorrect token IDs for Granite models; different failures." + "reason": "MLflow reporting on failed training vs DeepSpeed adafactor OOM; not the same bug." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Both are import errors, but one is a missing nn name during sentence-transformers import and the other is a missing Qwen VL class; separate breakages." + "reason": "Sentence-transformers loading stall vs token embedding resize/post_init reinit issue." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "A general AutoTokenizer.from_pretrained loading issue is not the same as add_special_tokens failing to add BOS/EOS for one tokenizer." + "reason": "Gemma4 bidirectional attention masking bug is unrelated to partial-batch result dropping in MaskGenerationPipeline." }, { "left": "issue:42898", - "right": "issue:44779", + "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior and DeepSeek tokenizer output correctness are both tokenizer-related, but they concern different regressions and different models." + "reason": "Both are tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens BOS/EOS handling." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "KV-cache continuation tensor indexing and auto_docstring annotation handling are entirely different subsystems." + "reason": "MIMI padding-mask inconsistency vs load-balancing loss omission; different model logic." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Optimizer SGD args being ignored is unrelated to a documentation typo in set_training()." + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The duplicate call on issue:42673 / issue:43704 is well supported by identical titles and symptom, and the other soft-edge rejections are appropriately cautious based on distinct titles and failure modes. No mergeability concerns for PRs were raised." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13238,10 +13282,10 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:22355", "issue:27957", @@ -13251,47 +13295,58 @@ "issue:35141", "issue:36331", "issue:41628", + "issue:42222", "issue:42757", "issue:42796", "issue:42831", "issue:42898", - "issue:43122", "issue:43295", - "issue:43475", "issue:43479", "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", "issue:44060", - "issue:44206", + "issue:44075", + "issue:44079", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", - "issue:44373", "issue:44448", - "issue:44484", - "issue:44485", + "issue:44568", "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", "issue:44933", - "issue:44977", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", + "issue:45200", "issue:45245", "issue:45310", "issue:45356", - "issue:45381", "issue:45405", "issue:45656", "issue:45712", - "issue:46082", + "issue:45812", "issue:46132", - "issue:46209", - "issue:46305", - "issue:46431" + "issue:46231" ], "soft_pairs": [ + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44075|issue:46231", "issue:44295|issue:45656", "issue:42898|issue:45356", "issue:42898|issue:43295", @@ -13306,238 +13361,234 @@ "issue:44297|issue:45656", "issue:22355|issue:28282", "issue:42831|issue:44623", - "issue:43479|issue:43644", "issue:44222|issue:44623", + "issue:43479|issue:43644", "issue:44448|issue:46132", "issue:42796|issue:43723", "issue:45245|issue:46132", - "issue:43475|issue:46305", "issue:41628|issue:42757", - "issue:44297|issue:45310", - "issue:45071|issue:46082", - "issue:45381|issue:46305", - "issue:44373|issue:44485", - "issue:44263|issue:45092", - "issue:44222|issue:44484", - "issue:43723|issue:44977", - "issue:43122|issue:46209", - "issue:44206|issue:45103", - "issue:46209|issue:46431" + "issue:44297|issue:45310" ], - "prepared_review_unit_hash": "10bf110f4cc499b5c63fcb108e937b9058e373bebb88ad507584af2132440764", + "prepared_review_unit_hash": "e492d920fa58e159da1a9e7e0553d95dcc7ee7394c2a93e7ed02413addf9d129", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36262, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "soft_pair_count": 32, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive similarity bucket: the issues span unrelated import failures, tokenizer regressions, model/config bugs, save/load behavior, and training/runtime problems. None of the soft edges look like true duplicates, and there is no clear canonical artifact for the whole set.", - "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue emerges because the cluster is not cohesive; it groups unrelated bugs across different subsystems and versions.", + "summary": "This cluster is mostly a heterogeneous grab-bag of Transformers issues: tokenizer regressions, import errors, multimodal bugs, training/runtime regressions, and docs/notebook problems. The soft edges are largely superficial and do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "42898 is the broadest tokenizer-regression report in the set and is the closest umbrella representative, even though the overall cluster is not truly duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue:42898 is the broadest user-facing regression about tokenizer behavior in v5, but it still does not subsume the other reports and should not be treated as a duplicate target.", + "best_issue_reason": "45812 is the strongest standalone issue: it describes a concrete, high-impact silent v4\u2192v5 regression affecting all Granite models with a clear symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different failures: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 token-type defaults are unrelated bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config initialization; the other is ModelOutput key assignment semantics." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different code paths: image-patch counting vs remote-code/meta-initialization compatibility." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a general cleanup-space behavior change and the other is a Granite-specific token-ID regression." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures in different integrations/classes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic AutoTokenizer loading issue vs a specific BOS/EOS add_special_tokens regression." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but the affected models and concrete failure modes differ." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a docs parameter-name typo." + }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different bugs: buffer registration/readback vs deepspeed optimizer stepping." + "reason": "Buffer registration/readback bug and double optimizer-step behavior are different runtime problems." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer behavior, but one is `clean_up_tokenization_spaces` while the other is Kimi codec/BPE handling." + "reason": "Both are tokenizer regressions, but they concern different tokenizer implementations and symptoms." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup regression and processor/tokenizer image-handling regression are different code paths." + "reason": "Processor/tokenizer access regression is distinct from image-passing tokenizer behavior changes." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 model issue vs MLflow reporting on failed training jobs." + "reason": "Flash Attention model support and MLflow reporting on job failure are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-status reporting vs model-loading regression for Llama 3.2 Vision." + "reason": "MLflow status reporting bug and Llama 3.2 vision model loading regression do not match." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning problem vs cleanup of dummy PT classes." + "reason": "PEFT version pinning and dummy class cleanup are different maintenance issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3.5 MoE related, but tied-weights warning and missing `_tp_plan` are separate bugs." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are separate Qwen model bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Import export issue from `image_utils` vs leftover dummy-class cleanup." + "reason": "Missing image_utils export and leftover dummy classes are both namespace issues, but not the same defect." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained problem and tokenizer_class metadata mismatch are unrelated save/load bugs." + "reason": "FP8 save_pretrained behavior and tokenizer_config class mismatch are unrelated save paths." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting issue vs Trainer `compute_loss` signature mismatch." + "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer's unexpected keyword argument." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow failure reporting vs embedding reinitialization during resize are unrelated." + "reason": "Training-job reporting and embedding reinitialization after resize are different bugs." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config metadata mismatch vs deepspeed optimizer double-step." + "reason": "Tokenizer config metadata mismatch has nothing to do with deepspeed optimizer stepping." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is missing `transformers.onnx` and the other is missing PyTorch." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue vs processor save_pretrained missing files." + "reason": "FP8 accuracy and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Different model/config initialization bug vs non-persistent buffer serialization bug." + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is processor file export." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file saving." + "reason": "Non-persistent buffer junk initialization is not the same as multimodal config defaults." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different regressions: Pegasus output drift vs AttentionInterface.register behavior change." + "reason": "Pegasus output regression and AttentionInterface.register behavior change are different subsystems." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling bug vs AutoTokenizer.from_pretrained import/load failure." + "reason": "Tokenizer BPE-marker handling is distinct from AutoTokenizer loading failures." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register behavior." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "SAM3 output attribute error vs Moonshine streaming mask off-by-one." + "reason": "Category-limit runtime error has no relation to AttentionInterface.register behavior." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules/packages." + "reason": "AutoImageProcessor import failure and huggingface_hub offline_mode import failure are separate missing-symbol issues." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch vs Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:45071", - "right": "issue:46082", - "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different config issues." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs streaming window mask off-by-one." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Wrong docstring for `position_ids` vs RoPE implementation discussion." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "Torch.split indexing issue vs remote-code meta-initialization incompatibility." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 save_pretrained bug vs question about `max_shard_size` default." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "AutoTokenizer loading regression vs Qwen3.5 flash-attention generation problem." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Tokenization drift across versions vs FP8 inference failure on B200 GPUs." - }, - { - "left": "issue:44206", - "right": "issue:45103", - "accept": false, - "reason": "Unsupported `center` arg crash vs auto_docstring crash with future annotations." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 B200 inference failure vs missing chat-template error." + "reason": "Tokenizer config mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." } ] }, @@ -13556,60 +13607,71 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:22355", "issue:27957", - "issue:28218", "issue:30990", "issue:38175", - "issue:39401", "issue:41628", - "issue:42757", "issue:42831", "issue:42907", + "issue:43122", "issue:43232", - "issue:43408", - "issue:43479", + "issue:43475", "issue:43644", "issue:43723", "issue:43824", "issue:44038", "issue:44190", + "issue:44206", + "issue:44222", "issue:44261", "issue:44263", "issue:44279", "issue:44295", "issue:44360", - "issue:44368", "issue:44373", "issue:44483", - "issue:44568", + "issue:44484", + "issue:44485", "issue:44623", "issue:44734", "issue:44829", "issue:44871", - "issue:44913", + "issue:44977", + "issue:45071", "issue:45092", - "issue:45278", + "issue:45103", "issue:45310", "issue:45357", + "issue:45381", "issue:45406", - "issue:45753", "issue:45834", "issue:46002", "issue:46050", "issue:46082", + "issue:46209", "issue:46305", "issue:46328", - "issue:46402", "issue:46421", - "issue:46424" + "issue:46424", + "issue:46431" ], "soft_pairs": [ + "issue:43475|issue:46305", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:45381|issue:46305", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44206|issue:45103", + "issue:46209|issue:46431", "issue:43232|issue:46424", "issue:44734|issue:46421", "issue:44190|issue:46082", @@ -13617,10 +13679,10 @@ "issue:43232|issue:45834", "issue:44263|issue:44360", "issue:43723|issue:44871", - "issue:45092|issue:45357", "issue:44279|issue:46328", "issue:44261|issue:45092", "issue:30990|issue:38175", + "issue:45092|issue:45357", "issue:43644|issue:46305", "issue:42907|issue:46050", "issue:42831|issue:45310", @@ -13629,212 +13691,216 @@ "issue:44483|issue:45406", "issue:42831|issue:44038", "issue:41628|issue:43824", - "issue:22355|issue:27957", - "issue:43479|issue:44913", - "issue:43408|issue:46402", - "issue:42831|issue:45753", - "issue:22355|issue:28218", - "issue:42757|issue:45278", - "issue:39401|issue:44568", - "issue:27957|issue:30990", - "issue:44368|issue:46305" + "issue:22355|issue:27957" ], - "prepared_review_unit_hash": "5baf99ccf6c13439d4945b78ea494f0b2b8d0fa9b02870f173af3e3d531ec2f1", + "prepared_review_unit_hash": "f0d3d36a11dc9a884e04a1f68cb6f140eae31cb14c06b0caae8a8e1b06e444e4", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35266, - "estimated_input_tokens": 8817, - "estimated_eval_tokens": 17890 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab bag of mostly unrelated Transformers issues rather than one duplicate cluster. The only plausible representative issue is the broad v5 import-regression report; all soft pairs appear to be distinct bugs or feature problems.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, describing multiple import errors after upgrading from 4.57.0 to 5.5.0, so it is the most representative issue if a single canonical item is needed.", + "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs in tokenization, config validation, cache behavior, save/load, serving, model-specific inference, and docs. None of the soft pairs looks like the same underlying defect, so there is no clear canonical issue/PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global representative because it captures a wide, user-facing regression pattern instead of a narrow model- or API-specific symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: SAM 3 video attribute access vs MoonshineStreaming sliding-window mask off-by-one." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config handling, but one is v5 type checking and the other is LlamaConfig head_dim validation; not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a docstring mistake for position_ids; the other is a RoPE implementation discussion." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different problems in different code paths: DSA indexer split behavior vs remote-code checkpoint meta-init compatibility." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both mention positional/sliding-window style indexing, but they affect different models and different logic." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug is not the same as the max_shard_size default question." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression in v5 versus FP8 inference failure on B200; different symptoms and code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto-docstring future-annotations crash are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are different issues." + }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Different cache/generation bugs: one is about `_update_model_kwargs_for_generation` after `sync_gpus`, the other about `max_cache_length` only applying to Quantized Cache." + "reason": "Both concern generation/cache internals, but one is sync_gpus kwargs handling and the other is cache length configuration." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "Both mention cache, but one is a KV-cache continuation crash in `transformers serve` and the other is lazy cache init causing recompilation with chunked prefill." + "reason": "Both touch cache behavior, but one is KV-cache tensor indexing in serve and the other is lazy cache init causing recompilation." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Unrelated areas: local dataset loading in an example script vs LlamaConfig rejecting explicit `head_dim`." + "reason": "Dataset loading in a training script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Different symptoms and code paths: reading `position_ids` after buffer registration vs processor save missing files." + "reason": "Reading a registered buffer and processor.save_pretrained missing files are different save/load bugs." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation-kwargs bug vs Kosmos2.5 OCR long-input index error; no shared underlying defect." + "reason": "Generation kwargs after sync_gpus vs long OCR input index errors in Kosmos2.5 are unrelated." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same DSA subsystem, but one is about `torch.split()` outputs and the other is a missing ReLU; not the same bug." + "reason": "Same component family (DSA indexer) but different defects: split return values vs missing ReLU." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading/import issue vs EOS-token config inconsistency; distinct failures." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Both are multimodal checkpoint issues, but one is remote-code/meta-init incompatibility and the other is incorrect visual encoder keys on save; different concrete bugs." + "reason": "Tokenizer loading failure is not the same as Gemma eos_token_id mismatch." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency complaint vs a `SequenceFeatureExtractor.pad` performance regression; not duplicate." + "reason": "Generic dependency issue and a SequenceFeatureExtractor.pad performance bug are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Precision/config issue in MLA layer norm vs old InternVL2 meta-init incompatibility; unrelated causes." + "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-init incompatibility are distinct model-specific bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Different models and behaviors: sentence-transformers loading hang vs SigLIP2 zero probabilities." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different problems." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern model compatibility with save/load, but they affect different models and different broken keys/paths." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk initialization vs an off-by-one streaming mask bug." + "reason": "Non-persistent buffer junk in v5 is unrelated to a MoonshineStreaming mask off-by-one." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load after quantization, but they target different quantization mechanisms and model families; not the same concrete bug." + "reason": "Both involve quantized save/load, but one is dequantized Ministral/Devstral saving and the other is sinq round-trip breakage." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy degradation vs Qwen3.5 Moe `from_pretrained` error; different problem classes." + "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Runtime indexing/splitting bug vs a docstring issue; clearly not duplicates." + "reason": "DSA indexer split behavior and a wrong docstring for position_ids are not the same bug." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash Attention 3 causing degenerate training is different from NaNs in classification heads after checkpoint/init." + "reason": "Flash-attention-3 training degeneration and NaNs after checkout/init are separate training stability issues." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "One is `/v1/chat/completions` request rejection, the other is `Gemma4Processor` missing `_tokenizer`; different failures." + "reason": "Chat completions request rejection and Gemma4Processor missing _tokenizer are different serve/runtime failures." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both are about specific model regressions, but one is FineGrainedFP8 accuracy and the other is Qwen3-VL-Moe load/support issues." + "reason": "Both mention FP8/Qwen3.5, but one is a general accuracy issue and the other is a model-specific bug." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different export paths; not enough to treat as the same bug." + "reason": "Missing AutoImageProcessor import and missing Qwen2_5_VLForConditionalGeneration import are different import/export problems." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "`transformers.onnx` import failure and XLMRoberta Flash Attention 2 are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Config defaulting on init vs config value silently reverting on reload; different code paths and models." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "Model-type mismatch warning vs Sam3Model text encoder weights not loading; separate issues." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "One is a missing `huggingface_hub` symbol, the other is broad Transformers import breakage after upgrade; similar surface, different root cause." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer offset-mapping bug vs `add_special_tokens=True` not adding BOS/EOS; different tokenizer behavior." - }, - { - "left": "issue:27957", - "right": "issue:30990", - "accept": false, - "reason": "Flash Attention 2 model support vs a loading hang in sentence-transformers; not the same bug." - }, - { - "left": "issue:44368", - "right": "issue:46305", - "accept": false, - "reason": "A warning about `tie_word_embeddings` is unrelated to the MoonshineStreaming sliding-window off-by-one bug." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3_5 looping on a specific image." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "ONNX import failure and tokenizer extra-space behavior are unrelated." + "reason": "No module named transformers.onnx and XLMRoberta Flash Attention 2 are unrelated." } ] }, @@ -13853,33 +13919,36 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "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:43116", "issue:43122", "issue:43232", "issue:43408", + "issue:43479", "issue:43550", "issue:43576", "issue:43646", "issue:43756", "issue:43784", - "issue:43937", "issue:43976", - "issue:44038", "issue:44060", "issue:44117", "issue:44188", @@ -13887,266 +13956,249 @@ "issue:44263", "issue:44295", "issue:44297", - "issue:44360", + "issue:44368", "issue:44373", - "issue:44485", "issue:44488", - "issue:44521", - "issue:44625", + "issue:44568", "issue:44704", - "issue:44829", + "issue:44913", "issue:44945", - "issue:44964", - "issue:45200", "issue:45278", - "issue:45290", "issue:45593", "issue:45600", + "issue:45753", "issue:46002", "issue:46132", - "issue:46326", - "issue:46369" + "issue:46305", + "issue:46369", + "issue:46402" ], "soft_pairs": [ + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:27957|issue:30990", "issue:42886|issue:43066", + "issue:44368|issue:46305", "issue:43408|issue:46369", "issue:43232|issue:45593", - "issue:44188|issue:44373", "issue:42886|issue:42994", + "issue:44188|issue:44373", "issue:42796|issue:43122", "issue:43576|issue:43784", "issue:43646|issue:46002", "issue:43550|issue:46132", - "issue:44261|issue:44373", "issue:42371|issue:44263", + "issue:44261|issue:44373", "issue:44295|issue:44297", "issue:42907|issue:44945", "issue:44117|issue:44704", "issue:30990|issue:33357", "issue:43756|issue:44060", "issue:41628|issue:45278", - "issue:39401|issue:44488", - "issue:43976|issue:44945", "issue:43784|issue:45600", - "issue:42907|issue:44964", - "issue:42907|issue:43937", - "issue:44360|issue:44485", - "issue:44704|issue:45290", - "issue:39401|issue:44521", - "issue:44625|issue:44829", - "issue:43122|issue:46326", - "issue:43122|issue:44521", - "issue:44038|issue:44297", - "issue:43116|issue:45200" + "issue:43976|issue:44945", + "issue:39401|issue:44488" ], - "prepared_review_unit_hash": "bb0f6a4e4a3fda34595717c113c5e42cb222016e89dd153a9a2b8ecafa6916a8", + "prepared_review_unit_hash": "5bbfee4afc71e058803837da69c8b7c424edfeb2ab78ef210876391eca81fcdc", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36195, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "soft_pair_count": 28, + "serialized_chars": 35629, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated transformer issues that were grouped by superficial text similarity. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: most items are unrelated Transformers regressions across imports, tokenizers, configs, generation, and model-specific bugs. None of the soft pairs look like the same concrete underlying issue, so all soft edges are rejected.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest, most cluster-central report: it describes multiple import failures after a version upgrade and best represents the import-regression side of this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is a clear, user-facing regression with broad impact and overlaps the most with the nearby import/API-breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Offline tokenizer cache loading failure vs wrong decoder type in Transformers v5; different code paths and symptoms." + "reason": "Different bugs: multimodal config initialization vs GPTNeoX rotary_pct persistence/reload behavior." }, { "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "Model-type warning during load vs memory overflow in sam3-litetext; distinct bugs." - }, - { - "left": "issue:43232", - "right": "issue:45593", + "right": "issue:46402", "accept": false, - "reason": "Generation kwargs after sync_gpus vs D-FINE auxiliary-loss behavior; unrelated generation vs training logic." + "reason": "Different SAM3 issues: a model-type warning vs missing text-encoder weight loading." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "torch.compile attention-kernel divergence vs a docstring issue; not the same problem." + "reason": "Different problems: FineGrainedFP8 accuracy drift vs an infinite loop in Qwen3_5 image handling." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Tokenizer cache/offline loading bug vs quantized model saving failure; unrelated areas." + "reason": "Unrelated: missing transformers.onnx import vs tokenizer adds an extra space after an added token." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Specific BPE-marker handling bug in Ministral tokenizer vs broad tokenization change across versions; not clearly the same defect." + "reason": "Both are import-related, but one is a specific huggingface_hub symbol import and the other is a broad post-upgrade import regression." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Broken env CLI command vs NameError importing sentence-transformers; different surfaces and failure modes." + "reason": "Both tokenizer bugs, but one is offset_mapping for Qwen3 and the other is add_special_tokens behavior for mdeberta-v3-base." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Custom model initialization regression vs NaNs in classification heads; separate issues." + "reason": "Different domains: Flash Attention 2 support vs Sentence Transformers getting stuck while loading." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "torch.compile with SDPA failure vs AttentionInterface.register changing callback behavior; different mechanisms." + "reason": "Different tokenizer failures: offline cache loading vs wrong decoder type in v5." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue vs wrong docstring for position_ids; not duplicates." + "reason": "Different issues: tie_word_embeddings warning during LoRA fine-tuning vs a MoonshineStreaming sliding-window off-by-one." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "TF32 settings/API discussion vs torch.split return handling in GlmMoeDsaIndexer; unrelated." + "reason": "Different SAM3 bugs: config/model-type mismatch warning vs memory overflow when calling sam3-litetext." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Reading a registered buffer fails vs tokenizer_class mismatch on save_pretrained; different tokenizer/model serialization bugs." + "reason": "Different subsystems: generation kwarg update after sync_gpus vs D-FINE auxiliary losses when denoising is off." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Saving dequantized models vs incorrect outputs under pipeline parallelism; separate code paths." + "reason": "Different failures: tokenizer cache loading offline vs quantized model saving." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not passing kwargs to cached_file; distinct preprocessing issues." + "reason": "Different bugs: attention kernel divergence under torch.compile vs a docstring issue for position_ids." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "SentenceTransformers loading hang vs MacOS bus error on CLIP model; not the same failure." + "reason": "Related only at a high level; one is BPE marker handling for a specific tokenizer, the other is broader tokenization drift across versions." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Smollm3 RoPE layer mismatch vs Qwen3-Next tied-weights warning; different model-specific bugs." + "reason": "Different breakages: the transformers env CLI vs an import-time NameError in sentence-transformers integration." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Single missing AutoImageProcessor import vs many import errors after version upgrade; broader but not the same bug." + "reason": "Different initialization bugs: custom model init compatibility vs NaNs in classification heads after checkout/init." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer vs failure to load a specific model; different tokenizer vs model-loading issues." + "reason": "Different code paths: torch.compile with SDPA in Bamba vs AttentionInterface.register changing callback behavior." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Python version compatibility regression vs incorrect outputs with pipeline parallelism; unrelated." + "reason": "Unrelated: TF32 settings guidance vs a torch.split indexing/shape issue in GlmMoeDsaIndexer." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Import NameError in sentence-transformers vs broken auto_mappings references to removed configs; different breakages." + "reason": "Different items: MLA layernorm precision/config bug vs a docstring correction." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Quantized/dequantized save issue vs inability to load Phi-4-multimodal-instruct; different functionality." + "reason": "Different tokenizer serialization bugs: reading registered position_ids vs tokenizer_class written to tokenizer_config.json." }, { "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Quantized saving failure vs invalid GenerationConfig for GLM-5; unrelated." - }, - { - "left": "issue:44360", - "right": "issue:44485", + "right": "issue:44945", "accept": false, - "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation issue; not the same bug." + "reason": "Different failures: saving dequantized Ministral/Devstral models vs incorrect output under pipeline parallelism." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "cached_file kwargs propagation vs chat template crash with tool-call messages; separate code paths." + "reason": "Different API problems: TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not forwarding kwargs to cached_file." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer offset mapping bug vs assistant_masks all-zero for multimodal chat templates; different tokenizer/template bugs." + "reason": "Both are loading failures, but one is Sentence Transformers startup hangs and the other is a MacOS bus error with a CLIP model." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "num_labels propagation bug vs flash_attention_3 causing degenerate training; unrelated." + "reason": "Different model-specific bugs: RoPE layers dropped in Smollm3 vs incorrect tied-weights warning in Qwen3-Next." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Tokenization differences across versions vs continue_final_message bug for mistral_common tokenizers; different behaviors." + "reason": "Related only as import errors; AutoImageProcessor import failure is a specific API break, not the same bug as the broad import-regression report." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenization output change vs multimodal assistant mask bug; not the same underlying defect." + "reason": "Different issues: a NameError importing sentence-transformers vs stale auto_mappings references breaking CI." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer_class metadata mismatch on save; distinct issues." + "reason": "Different regressions: Python version compatibility in Transformers 5.1.0 vs incorrect LLM output under pipeline parallelism." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Multi-label classification script returns empty results vs missing mm_token_type_ids default; different symptoms and fixes." + "reason": "Both tokenizer-related, but one is offset_mapping for Qwen3 and the other is failure to load a specific model/tokenizer." } ] }, @@ -14168,7 +14220,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:22355", "issue:29127", @@ -14177,7 +14229,6 @@ "issue:38617", "issue:39401", "issue:42175", - "issue:42371", "issue:42673", "issue:42757", "issue:42898", @@ -14190,274 +14241,282 @@ "issue:43452", "issue:43475", "issue:43493", - "issue:43611", "issue:43824", - "issue:43874", "issue:43937", - "issue:43976", - "issue:43992", "issue:44038", "issue:44188", "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:45072", + "issue:45200", "issue:45216", "issue:45278", - "issue:45446", + "issue:45290", "issue:45478", "issue:45753", - "issue:46002", - "issue:46231", + "issue:46326", "issue:46328", "issue:46614" ], "soft_pairs": [ + "issue:42907|issue:44964", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43116|issue:45200", "issue:43408|issue:43475", "issue:39401|issue:46614", "issue:44038|issue:44295", "issue:42907|issue:43452", "issue:44038|issue:44222", "issue:45216|issue:45478", - "issue:43824|issue:44351", "issue:22355|issue:29159", + "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:43278|issue:44945", "issue:42175|issue:44938", - "issue:43493|issue:45753", "issue:22355|issue:29127", + "issue:43493|issue:45753", "issue:43937|issue:44485", "issue:44188|issue:46328", - "issue:42898|issue:46614", "issue:38617|issue:45278", + "issue:42898|issue:46614", "issue:42673|issue:45072", - "issue:43066|issue:44779", - "issue:43611|issue:46002", - "issue:43116|issue:43493", - "issue:42371|issue:43874", - "issue:44355|issue:46231", - "issue:43992|issue:44704", - "issue:44038|issue:45478", - "issue:43976|issue:45446", - "issue:44625|issue:46002" + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "ce0b2a814490afba916c90eb9480081f61c717964a5d3533cdb62c8e39107831", + "prepared_review_unit_hash": "38934131a41a41eb304660ad7ca43ca45d894a71c1327070b87d31ecdb317dea", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35972, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: most pairs are only loosely related by subsystem or version, but they describe different concrete bugs, model families, or failure modes. A few tokenizer/import regressions look superficially similar, yet not close enough to merge as the same underlying issue.", - "confidence": 0.7, - "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report in the set, so it is the best umbrella-style issue among the loosely related candidates.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad themes like imports, tokenization, or model-family names, but not the same concrete bug or change. No duplicate pair is strong enough to merge, and there is no single true canonical issue for the full set.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the full cluster because the items span unrelated regressions, import errors, tokenizer behavior changes, and model-specific training/loading bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest standalone representative of the tokenizer-regression subset because it has the clearest concrete symptom and some inbound references.", + "best_issue_reason": "Issue 45278 is the closest umbrella-style representative because it broadly covers a family of import failures after an upgrade, but it still only matches a small subset of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different bugs: dequantized save_pretrained failure vs model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated failures: dequantized model saving vs GLM-5 generation config validation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different topics: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug is unrelated to chat-template crashes with tool calls." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_mask all-zeros are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer-version output drift is unrelated to continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenization regression and multimodal assistant_mask behavior are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class metadata mismatch on save_pretrained are different issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification behavior is unrelated to Gemma 4 mm_token_type_ids defaults." + }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM 3 Video-area issues, but one is a model-type warning and the other is a missing attribute error; different concrete bugs." + "reason": "Both touch SAM 3 Video, but a model-type warning and a missing attribute error are distinct failures." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different tokenizers and different failure modes: offset mapping regression vs phonemizer backend state leak." + "reason": "Qwen3 tokenizer offset mapping and stale phonemizer language state are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained/load issue vs a buffer read/position_ids bug; not the same code-path." + "reason": "Qwen3-VL-Moe regression and position_ids buffer access are different code paths." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and loading gguf via auto classes are distinct problems." + "reason": "Both involve loading/saving, but dequantized save_pretrained and gguf_file loading failures are not the same bug." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but one is a load/regression issue and the other is FP8 save_pretrained behavior." + "reason": "Both mention MoE, but a Qwen3-VL-Moe bug and FP8 save_pretrained are separate concrete problems." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related Qwen3.5 area, but save_pretrained corruption and from_pretrained loading errors are different bugs." + "reason": "Related model family, but incorrect saved checkpoint and from_pretrained error are different serialization/load failures." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both are import errors, but for different missing symbols; no evidence of one shared underlying breakage." + "reason": "Transformers.onnx import error is unrelated to slow/fast tokenizer inconsistencies." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Completely different subsystems: ONNX import failure vs tokenizer slow/fast inconsistency." + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is broad version-to-version inconsistency and the other is Deepseek-specific incorrect output; not clearly the same bug." + "reason": "Both are tokenizer regressions in v5, but not the same concrete tokenizer or failure mode." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules; too broad to treat as the same defect." + "reason": "Import error from huggingface_hub is unrelated to missing HybridCache export in transformers." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training and example-script multi-label classification are unrelated." + "reason": "Tensor-parallel training bug and example-script multi-label classification bug are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Dtype drift between train/eval is unrelated to incorrect output under pipeline parallelism." + "reason": "Embedding dtype drift during evaluate is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend packaging/install issue vs Python 3.14 loading failure; different root causes." + "reason": "Missing tensorflow backend in extras install and Python 3.14 load failure are different compatibility problems." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Different models and different symptoms: implementation discrepancy vs image-triggered infinite loop." + "reason": "Import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "No shared underlying bug; ONNX import failure and LayoutLMv3 error messaging are unrelated." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image-triggered infinite loop are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-5-related, but generation config validation and RoPE implementation are distinct issues." + "reason": "GLM-5 generation config invalid and GLM-5 RoPE implementation are different bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor padding inefficiency." + "reason": "Attention kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad inefficiency." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Different tokenizer behaviors: clean_up_tokenization_spaces change vs stale phonemizer language backend." + "reason": "45278 is an umbrella import-regression report, but it is broader than the specific layer_type_validation import error." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "The second is a broad post-upgrade import breakage report, while the first is one specific missing import; not the same concrete bug." + "reason": "Tokenizer cleanup behavior changes and stale phonemizer language state are unrelated." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threading is unrelated to dtype mismatches in bfloat16 inference." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded use is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer regressions in v5, but one is decoder-type selection and the other is incorrect tokenization output; not enough to unify." - }, - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are different bugs." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Python version support issue vs a PyTorch version check bug; unrelated." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "num_labels propagation for Qwen3.5 is unrelated to NaNs after checkout/init." - }, - { - "left": "issue:44704", - "right": "issue:44938", - "accept": false, - "reason": "Missing kwargs passthrough to cached_file is unrelated to Python 3.14 load failures." - }, - { - "left": "issue:44355", - "right": "issue:46231", - "accept": false, - "reason": "Compiled Python file errors and documentation parameter mismatch are unrelated." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Different from_pretrained loading problems affecting different call sites and data paths." - }, - { - "left": "issue:44038", - "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but they target different model variants and different load-time failures." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "No shared bug: one is package compatibility with Python versions, the other is an import-version check." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "Configuration propagation for Qwen3.5 is unrelated to classification-head NaNs." + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization regression are different tokenizer bugs." } ] }, @@ -14479,58 +14538,65 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:33453", - "issue:38617", "issue:39401", - "issue:41628", "issue:42222", - "issue:42617", + "issue:42371", "issue:42673", "issue:42796", "issue:43064", "issue:43116", "issue:43441", "issue:43450", + "issue:43493", + "issue:43611", "issue:43673", "issue:43825", "issue:43827", + "issue:43874", "issue:43906", "issue:43937", + "issue:43976", "issue:43986", + "issue:43992", + "issue:44038", "issue:44075", "issue:44117", "issue:44291", + "issue:44355", "issue:44380", - "issue:44410", "issue:44466", + "issue:44625", + "issue:44704", "issue:44779", - "issue:44829", "issue:44936", "issue:44977", "issue:45071", - "issue:45081", "issue:45083", - "issue:45216", - "issue:45310", - "issue:45341", "issue:45356", "issue:45357", "issue:45405", "issue:45446", "issue:45478", - "issue:45561", "issue:45563", "issue:45588", "issue:46002", "issue:46077", - "issue:46178", + "issue:46231", "issue:46328", - "issue:46512", "issue:46614" ], "soft_pairs": [ + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:43992|issue:44704", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44625|issue:46002", "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:42222|issue:43441", @@ -14540,243 +14606,228 @@ "issue:43064|issue:43673", "issue:43937|issue:45563", "issue:43827|issue:45446", - "issue:44380|issue:46077", "issue:33453|issue:39401", + "issue:44380|issue:46077", "issue:45356|issue:46614", "issue:44117|issue:45588", "issue:45071|issue:46614", "issue:43673|issue:46328", "issue:44291|issue:45071", "issue:42673|issue:43906", - "issue:39401|issue:44779", "issue:44466|issue:46002", "issue:43450|issue:43986", + "issue:39401|issue:44779", "issue:45405|issue:45446", - "issue:43937|issue:44977", - "issue:44410|issue:45310", - "issue:45341|issue:46328", - "issue:45341|issue:45561", - "issue:45071|issue:46512", - "issue:44829|issue:45216", - "issue:38617|issue:41628", - "issue:44117|issue:45081", - "issue:42222|issue:46178", - "issue:42617|issue:45341" + "issue:43937|issue:44977" ], - "prepared_review_unit_hash": "0fa1c3df21e3a3ab0833c9083f042a33267068758fd23b24e32619ffae2ff4c0", + "prepared_review_unit_hash": "2b968bb21010bbb02c2364e813c5d110b7c0038cf195f7fc5cade9b1c45e5474", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37099, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a coherent duplicate cluster: the items span unrelated tokenizer regressions, training/runtime bugs, import errors, docs issues, and model-specific failures. No soft pair looks like the same underlying bug or change, so there is no clear canonical artifact.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is canonical because the set is heterogeneous and the soft-similarity links connect unrelated problems rather than true duplicates.", + "summary": "This cluster is highly heterogeneous: mostly separate closed bug reports across unrelated models, tokenizer paths, generation, training, and docs. I would not merge any of the soft pairs; the safest anchor is a high-signal, well-scoped bug report rather than a presumed duplicate set.", + "confidence": 0.61, + "canonical_issue_reason": "If a single issue must anchor this mixed cluster, issue 42371 is the strongest representative because it has the most discussion, a concrete regression, and a clear fix surface.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue stands out as a cluster representative; the items do not converge on one underlying bug family.", + "best_issue_reason": "Issue 42371 is the best standalone issue here: it is detailed, widely discussed, and has a concrete API/behavior mismatch that is easier to triage than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: model loading with base_model_prefix vs NaNs in classification heads." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; not the same code path." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 control/settings issue vs missing image-processor method; different subsystems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Encoder weight loading bug vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different variants and different failure modes in from_pretrained/FlashAttention." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression vs flex_attention version-check bug; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation issue vs NaNs after init/checkout; not the same defect." + }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Different failures: SGD optimizer args vs trainer.train()/evaluate() lifecycle. Same training area, but not the same bug." + "reason": "Optimizer arguments ignored vs trainer evaluate-after-train failure; different problems." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained visual encoder keys and the other is from_pretrained loading failure; different code paths and symptoms." + "reason": "save_pretrained key serialization bug vs from_pretrained load error; related model family but different path." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failure are unrelated model-specific bugs." + "reason": "VitPose breakage vs Ministral FlashAttention regression; no shared underlying bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe feature-length helper and AuxRequest import version check are unrelated." + "reason": "qwen3_omni_moe helper behavior vs flex_attention import/version check; unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label output bug vs pipeline() translation error messaging; different functionality." + "reason": "Example classification output bug vs pipeline translation error-message/docs issue." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads and tokenizer BPE marker handling are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs tokenizer BPE-marker handling; different layers." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer state bug and chunked_prefill cache issue are different generation/training paths." + "reason": "Distributed optimizer-state mismatch vs generation cache missing; different training/generation paths." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error and stale warning about num_return_sequences are different generation issues." + "reason": "Invalid GenerationConfig vs stale warning in paged generate(); not the same bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing pipeline() and a PyTorch version check bug are unrelated." + "reason": "Documentation still referencing removed pipeline() vs flex_attention version-check issue." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Both involve attention behavior, but GPT2 scaling under SDPA/FlashAttention is not the same as Gemma4 bidirectional mask construction." + "reason": "General tokenizer loading regression vs Qwen3 offset_mapping bug; distinct tokenizer issues." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer problems." + "reason": "GPT2 attention scaling ignored in backends vs Gemma4 bidirectional mask construction; different models and behavior." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression and Wav2Vec2 phonemizer stale language state are unrelated." + "reason": "Kimi tokenizer codec/warning regression vs Wav2Vec2 phonemizer backend state leak; unrelated tokenization components." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping lookup and flash_attention.py sink-less-model crash are unrelated import/runtime bugs." + "reason": "Tokenizer mapping None assumption vs flash_attention crash on s_aux=None; unrelated code paths." }, { "left": "issue:45071", "right": "issue:46614", "accept": false, - "reason": "PretrainedConfig type-checking break and phonemizer backend state bug are unrelated." + "reason": "PretrainedConfig type-checking breakage vs phonemizer stale-language bug." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing and feature extractor pad performance are different subsystems and bug types." + "reason": "Generation cache missing vs feature-extractor padding inefficiency; not a duplicate." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights unexpected argument and PretrainedConfig type checking are separate v5 compatibility regressions." + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights vs PretrainedConfig type checking; different loading-stage bugs." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading is unrelated to an isolated reproduction of another issue." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer failure modes." + "reason": "Original VRAM leak report vs an isolated reproduction of a different issue number; no evidence they are the same defect." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistency and NaNs in classification heads are unrelated model-state bugs." + "reason": "Serialization inconsistency of lm_head.weight vs NaNs in classification heads; different symptoms and likely causes." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug and missing torchvision crash are different video-processing issues." + "reason": "Batched video processor shape bug vs missing torchvision crash in AutoProcessor; different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs Deepseek tokenizer regression; separate tokenizer implementations." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT minimum version bump and AuxRequest PyTorch version check are unrelated dependency/version problems." + "reason": "Dependency version bump issue vs incorrect PyTorch version check; unrelated." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig invalid and Qwen3.5 flash-attention generation bug are unrelated." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Missing qkv/gate projections in qwen3next and Qwen3.5 MoE from_pretrained error are not the same bug." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Generic testing_utils bug and xdist race on captured_info.txt are different test-infrastructure issues." - }, - { - "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "PretrainedConfig typing break and stale config.dtype after from_config are distinct config-related regressions." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained checkpoint corruption are different failure modes." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Different import errors for different symbols; no shared underlying bug is evident." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping None handling and _patch_mistral_regex AttributeError are unrelated tokenizer-loading bugs." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "Vitpose model breakage and unsupported tensorflow_text backend mapping are unrelated." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "3d_parallel.py execution failure and a testing_utils bug do not share the same underlying issue." + "reason": "Invalid GenerationConfig vs Qwen3.5 flash-attention generation problem; different concrete bugs." } ] }, @@ -14795,12 +14846,11 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", @@ -14808,283 +14858,294 @@ "issue:42222", "issue:42371", "issue:42490", + "issue:42617", "issue:42673", "issue:43012", "issue:43066", "issue:43097", "issue:43122", - "issue:43352", "issue:43408", "issue:43577", - "issue:43673", "issue:43742", - "issue:43874", - "issue:43931", "issue:43937", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", "issue:44493", "issue:44496", + "issue:44829", "issue:44877", "issue:44933", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", - "issue:45464", "issue:45478", "issue:45542", + "issue:45561", "issue:45656", - "issue:46172", + "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", + "issue:46512", "issue:46617" ], "soft_pairs": [ + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:38617|issue:41628", "issue:43122|issue:46298", + "issue:42617|issue:45341", "issue:43408|issue:43742", + "issue:42222|issue:46178", "issue:45362|issue:46328", "issue:42371|issue:44261", "issue:44877|issue:46231", "issue:42490|issue:42673", - "issue:44484|issue:45310", "issue:42371|issue:46617", + "issue:44484|issue:45310", "issue:39401|issue:46209", "issue:43937|issue:44496", "issue:38617|issue:44220", "issue:44933|issue:45278", "issue:44410|issue:45478", "issue:44075|issue:45656", - "issue:42222|issue:45542", "issue:43066|issue:43122", - "issue:42175|issue:42222", + "issue:42222|issue:45542", "issue:44263|issue:44485", "issue:43097|issue:44493", - "issue:43012|issue:43577", - "issue:43673|issue:45341", - "issue:43874|issue:44261", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:43931|issue:44410", - "issue:27957|issue:43352", - "issue:44263|issue:46172", - "issue:44483|issue:45464" + "issue:42175|issue:42222", + "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "40baa83e3fd25f18358c242602795554fe2c10f6e09bc3c2fcfaf5fe4e11a633", + "prepared_review_unit_hash": "fdc2300018e6978c3580503e38321376f15402401d35add24b56ba77b450f44e", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35435, - "estimated_input_tokens": 8859, - "estimated_eval_tokens": 17974 + "soft_pair_count": 29, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with several unrelated model-loading/import/regression reports. Only one soft pair looks like a plausible duplicate: the tokenizer regression across v4.57.3/v5.0.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set, capturing upgrade-driven import/API breakage better than the narrower model-specific reports.", + "summary": "The cluster is heterogeneous: most pairs share only superficial keywords (tokenizer, import, config, model name) but point to different bugs or code paths. I would not merge any soft pair as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella among the candidates, covering the general import-regression class rather than a single narrow symptom.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the strongest global anchor for this cluster because it is the most general user-facing regression report among the mostly narrow issues.", + "best_issue_reason": "issue:45278 is the best representative of the cluster because it describes a general upgrade-induced breakage that can subsume several of the import-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Same Qwen3.5 family, but different failures: missing layer-0 projections vs a from_pretrained MoE load error." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated bugs: testing_utils issue vs SequenceFeatureExtractor.pad performance/pathology." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but 45561 is an xdist race on captured_info.txt; 45341 is a different unspecified bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: flash_attention_3 causes degenerate training, while 45216 is a save_pretrained checkpoint regression." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a type-checking break in v5.4, the other is stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-loading failures, but different bugs: TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same missing export." + }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Different problems: tokenizer behavior regression versus a noisy logging message." + "reason": "Tokenization regression vs noisy logging message; no shared underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel runtime failure is unrelated to the testing_utils bug in 45341." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Unrelated symptoms and code paths: SAM3 tracker/model-type warning versus MobileLLM key error." + "reason": "Both are model-loading problems, but one is a model-type mismatch and the other is a key error for a specific checkpoint." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage is different from the BACKENDS_MAPPING/tensorflow_text backend-definition error." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Different subsystems: chat inference crash versus feature-extractor padding performance." + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 backend warning is unrelated to MLA layernorm precision/config handling." + "reason": "TF32 behavior/control issue is unrelated to the MLA q_a_layernorm rms_norm_eps precision bug." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a docs parameter-name mismatch are not the same bug." + "reason": "Config loading strictness and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Local-path import warning and VRAM leakage in Qwen3ForCausalLM are separate issues." + "reason": "Local-path import warning vs VRAM leak in multi-dataloader-thread use; different failure modes." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "One is about save_pretrained shard size; the other is a Qwen3.5 MoE from_pretrained failure." + "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "TF32 warning is unrelated to trust_remote_code cache file resolution." + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated bugs." + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; different subsystems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is not the same as an unrecognized model/config.json error." + "reason": "GenerationConfig validation error is distinct from an unrecognized model/config.model_type error." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Missing internal import and fbank feature extraction are unrelated code paths." + "reason": "ImportError for a missing symbol is not the same as the _torch_extract_fbank_features issue." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both involve imports, but one is a specific missing symbol while the other is a broad upgrade regression; not clearly the same concrete bug." + "reason": "A specific missing image_utils import is too narrow to equate with the broader 'many import errors' upgrade regression." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are different model-loading failures." + "reason": "Same Qwen3.5/MoE area, but one is missing projections while the other is a from_pretrained error; not the same underlying bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer arguments being ignored is different from optimizer.step being called twice under deepspeed." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "Broken vitpose models and TF backend installation issues are unrelated." + "reason": "Optimizer args ignored and optimizer.step called twice under deepspeed are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", - "accept": true, - "reason": "Both describe a tokenizer regression across the 4.57.3/5.0 boundary; the decoder-type issue plausibly explains the observed tokenization difference." + "accept": false, + "reason": "Tokenizer decoder-type regression and changed tokenization output are related only loosely; not enough to treat as one bug." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "TensorFlow backend packaging and broken vitpose model loading are unrelated." + "reason": "VitPose breakage is unrelated to the missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue in one GLM component is not the same as a RoPE implementation discussion." + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are separate GLM issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different regressions." + "reason": "Removed tie_embeddings setting and unexpected position-id keys are different regression reports." }, { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "PyTorch compile precision warning is not the same as Blip2 dtype remaining float32 after loading." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Chunked-prefill cache loss and a testing_utils bug are unrelated." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image-patch counting on a processor is different from an MLA layernorm epsilon precision bug." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are separate API breakages." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Type-checking regression and missing TensorFlow backend are unrelated packaging/config problems." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-specific loading errors." - }, - { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Flash Attention 2 support questions for different models are not the same concrete bug." + "reason": "Dependency/backend installation issue vs VitPose model breakage; not the same bug." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different GLM/deepseek code paths and symptoms; not the same underlying issue." + "reason": "One is a PyTorch warning during compile; the other is incorrect dtype propagation when loading BLIP2." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "One is a chat/completions API compatibility failure, the other is a streaming inference issue on a specific Qwen3.5 model." + "reason": "TF32 settings issue and trust_remote_code cache loading failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 45278 is a reasonable umbrella issue for broad import/API regressions, and the only soft pair the analyst marked true (43066/43122) is the clearest plausible duplicate. The remaining false verdicts are conservative and do not overstate linkage beyond the evidence available from titles/body metadata." - }, - "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 }, @@ -15096,26 +15157,26 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", "issue:42757", "issue:42890", "issue:43064", "issue:43097", + "issue:43352", "issue:43441", "issue:43452", - "issue:43502", "issue:43531", "issue:43673", - "issue:43873", "issue:43874", "issue:43931", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", @@ -15125,20 +15186,21 @@ "issue:44351", "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", - "issue:44704", "issue:44829", "issue:44933", - "issue:44936", "issue:44987", "issue:45003", - "issue:45103", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45464", "issue:45478", + "issue:45542", "issue:45588", "issue:45753", "issue:46050", @@ -15146,11 +15208,18 @@ "issue:46172", "issue:46231", "issue:46298", - "issue:46365", "issue:46369" ], "soft_pairs": [ + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:44263|issue:46172", "issue:44360|issue:46172", + "issue:44483|issue:45464", + "issue:27957|issue:43352", "issue:44484|issue:45478", "issue:43441|issue:44829", "issue:43931|issue:44038", @@ -15163,232 +15232,252 @@ "issue:44261|issue:44485", "issue:44117|issue:44987", "issue:43673|issue:46123", - "issue:43531|issue:45341", "issue:43986|issue:44484", + "issue:43531|issue:45341", "issue:45440|issue:46172", "issue:43064|issue:44315", - "issue:38617|issue:42757", "issue:43986|issue:45372", + "issue:38617|issue:42757", "issue:43097|issue:45588", "issue:43097|issue:46050", "issue:44410|issue:45375", "issue:44038|issue:44410", - "issue:38617|issue:44351", "issue:42890|issue:46298", - "issue:44062|issue:44117", - "issue:43502|issue:43992", - "issue:43097|issue:43873", - "issue:44936|issue:46365", - "issue:44704|issue:45103" + "issue:38617|issue:44351", + "issue:44062|issue:44117" ], - "prepared_review_unit_hash": "c4a0b8a2b530bb9b6be21c5f6efd258240c7bc74859b5854b0f6e4143c9ef53e", + "prepared_review_unit_hash": "ade00f9f87909295a4df1689f1b2d3aefcccf99fc32629354a6fa0209b59a180", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35945, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "soft_pair_count": 34, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated across different models, loaders, and utilities; none of the soft pairs looks like the same underlying bug/change. The clearest representative issue is the local_files_only regression.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43502 is the most precise, broadly useful, and clearly reproducible bug report in the set: it describes an unintended network/API call despite local_files_only=True.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated import regressions, model-specific bugs, training/runtime issues, and a few docs/test complaints. None of the soft pairs look like true duplicates or the same code-path fix.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue emerges because the set is not a single bug family; the closest hub is 45341 by soft-link density, but those links look spurious.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 is a strong global representative because it is concrete, user-facing, and has a single well-scoped fix path.", + "best_issue_reason": "issue:45372 is the most substantive and current item in the set (open, detailed, with inbound references), but it is still only a weak representative because the cluster is mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different failures: chunked_prefill cache handling vs a testing_utils bug; no shared code-path." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated model internals: missing image patch API vs missing rms_norm_eps in MLA config." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are regressions, but one is an AutoImageProcessor import break and the other is PreTrainedConfig type checking; different problems." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs tf backend detection bug; not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different model-loading failures: shape mismatch vs missing projections." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-shape/indexing bugs in different model code paths; not mergeable as one fix." + }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different bugs in different DeepSeek/DSA code paths; one is about a missing ReLU in an indexer, the other about tensor dtype/transpose behavior." + "reason": "DSA ReLU omission vs a DeepSeek v4 tensor transform issue; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but the reported failures and scope differ; too broad to treat as the same bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support issues for different architectures; separate model-specific compatibility gaps." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated: shard-size documentation/behavior question versus a Qwen3.5 MoE from_pretrained loading failure." + "reason": "Save/shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but they affect different models and symptoms; not the same concrete defect." + "reason": "Both involve flash attention, but one is support failure and the other is degenerate training with FA3; different symptoms and fixes." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL loading issues, but one is a shape-mismatch load error and the other is a Qwen3-VL-Moe bug in a different code path." + "reason": "Different Qwen3-VL family issues with different symptoms; not the same defect." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Different breakages: a removed config API versus gguf_file handling in AutoTokenizer/AutoModel loading." + "reason": "Removed tie_embeddings API vs gguf_file loading breakage; unrelated regressions." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Separate utilities and separate symptoms; no shared underlying change or code path." + "reason": "Unsafe sys.modules access vs a small testing_utils bug; different files and behaviors." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model processor import crash versus a testing_utils bug; unrelated." + "reason": "AutoProcessor/torchvision crash is unrelated to the testing_utils issue." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different model families and failures: infinite generation loop versus memory overflow." + "reason": "Infinite loop on a specific image vs memory overflow in sam3-litetext; different model/runtime problems." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Import/export problem in image_utils versus a documentation mismatch for set_training(); not the same bug." + "reason": "Nonexistent import from image_utils vs documentation parameter mismatch; not the same bug." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM issues: missing image-patch method versus torch.split return handling." + "reason": "Different GLM-related bugs: missing image patch count method vs torch.split return handling." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision/config epsilon complaint versus RoPE implementation discussion; not the same defect." + "reason": "Precision/config issue in MLA q_a_layernorm vs RoPE implementation bug; unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling is a different failure mode from the physical-intelligence/fast loading regression." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs a model-loading failure in transformers>=5.1.0; different layers." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both touch generation, but one is cache handling in chunked_prefill and the other is pipeline batching/is_last logic." + "reason": "Both touch generation/prefill, but cache absence and final-batch masking are separate bugs." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to the testing_utils issue." + "reason": "Processor loading crash without torchvision vs save_pretrained shard-size question; unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Completely unrelated domains: processor import dependency versus save_pretrained shard sizing." + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; no overlap in code path." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-related, but they describe different model versions and different implementation mismatches." + "reason": "Remote-vs-native DeepseekV3 divergence vs a DeepSeek v4 tensor operation bug; different issues." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training problems: optimizer state corruption under FSDP2/PEFT versus Liger Kernel not applied with model_init." + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init; unrelated training-path problems." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules; not the same underlying change." + "reason": "Video AutoProcessor crash without torchvision vs ReasoningEffort import error in Gemma 4 processor loading; different missing dependency/API issues." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Different import/dependency failures involving different optional packages and model processors." + "reason": "Both are import errors, but from different packages and symbols; not the same underlying breakage." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed API warning versus a flash_attention runtime crash on sink-less models; distinct code paths." + "reason": "API removal warning vs flash_attention.py crash on s_aux=None; unrelated." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A config/API removal issue is not the same as quantized model save/load corruption." + "reason": "Tie-embeddings API removal vs quantized-model save/load breakage; different code paths." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen variants and different missing fields/projections; not a single bug." + "reason": "Different Qwen3-family config/model issues: missing projections vs missing deepstack_visual_indexes." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-family issues, but one concerns VL-Moe loading and the other missing layer projections in qwen3next." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import failures, but they concern different exported names and different modules." + "reason": "Qwen3-VL-Moe package compatibility issue vs qwen3next layer-0 projection omission; not the same bug." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky test seeded incorrectly is unrelated to a noisy logging message." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Tokenizer constructor argument collision is a different bug from TOKENIZER_MAPPING_NAMES returning None." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Different loading bugs: unwanted network access versus a missing embed_tokens.weight mapping." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Distinct regressions: removed tie_embeddings API versus quantization offloading behavior." + "reason": "A flaky integration test from missing set_seed calls vs a noisy logging message; not duplicates." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Trainer.evaluate() after train() is not the same issue as failing to import Trainer due to datasets." + "reason": "Both are import-name failures, but they involve different symbols and modules; no single fix is implied." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Different failures in different subsystems: kwargs forwarding in AutoProcessor versus auto_docstring parsing with future annotations." + "reason": "Tokenizers AddedToken keyword collision vs tokenizer mapping None handling; unrelated tokenizer bugs." } ] }, @@ -15407,13 +15496,12 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:36683", - "issue:38617", "issue:42175", "issue:42490", "issue:42757", @@ -15430,6 +15518,7 @@ "issue:43582", "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", @@ -15441,17 +15530,17 @@ "issue:44222", "issue:44368", "issue:44380", - "issue:44483", "issue:44484", - "issue:44514", "issue:44655", "issue:44683", + "issue:44704", + "issue:44936", "issue:44938", + "issue:45103", "issue:45478", "issue:45479", "issue:45584", "issue:45600", - "issue:45698", "issue:45712", "issue:45753", "issue:46132", @@ -15462,10 +15551,14 @@ "issue:46421" ], "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", "issue:44380|issue:46421", "issue:43986|issue:44117", - "issue:44938|issue:46178", "issue:43986|issue:44016", + "issue:44938|issue:46178", "issue:43208|issue:43550", "issue:42907|issue:44655", "issue:42907|issue:45753", @@ -15475,8 +15568,8 @@ "issue:43992|issue:44484", "issue:45712|issue:46298", "issue:43066|issue:43906", - "issue:43352|issue:44380", "issue:43097|issue:46298", + "issue:43352|issue:44380", "issue:43352|issue:43976", "issue:44162|issue:46172", "issue:45584|issue:46365", @@ -15487,241 +15580,244 @@ "issue:36683|issue:43582", "issue:43064|issue:44380", "issue:42175|issue:46365", - "issue:43012|issue:44683", "issue:43208|issue:43526", + "issue:43012|issue:44683", "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:45600|issue:46298", - "issue:44483|issue:44514", - "issue:38617|issue:43502", - "issue:45698|issue:46172" + "issue:45600|issue:46298" ], - "prepared_review_unit_hash": "be0f02903f481ffede3a4f6906cb4cb0b40543c9ad90f83d4bb716cbfc0c6cad", + "prepared_review_unit_hash": "9c3c2b72948a7b497ab803cd1b6f5e46c92b6da5abce8787c7da2aeaa681b889", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37412, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "soft_pair_count": 34, + "serialized_chars": 37690, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same underlying bug or change; the similarities are mostly broad thematic overlap (imports, save_pretrained, compile/backends) rather than a shared concrete failure mode.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45698 is the strongest representative: it describes a concrete, user-facing bug with broad impact, active discussion, and a clear save/load failure mode.", + "summary": "The cluster is not a duplicate set: the soft-match pairs span unrelated bugs, warnings, import errors, model-specific regressions, and docs/tests. No soft edge should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43502 is the cleanest standalone bug report in the set: it has a precise, user-visible failure ('local_files_only=True' still triggers API requests) and enough discussion to serve as a representative anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 stands out globally because it is specific, plausibly high-impact, and has the most discussion around an actionable regression.", + "best_issue_reason": "Issue 43502 is the strongest global issue candidate because it describes a concrete, reproducible runtime regression with clear expected behavior and broad utility for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different bug classes: unwanted network access vs missing checkpoint weight during model loading." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a v5 API removal/notice issue; the other is a quantization/offloading malfunction in model execution." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Evaluator failure after training is unrelated to an import failure caused by package interaction." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is a loading-path bug; auto_docstring with future annotations is a documentation parsing crash." + }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Different code paths: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization causing recompilation." + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different failures: AutoProcessor/video-model import crash without torchvision vs tokenizer mapping returning None in from_pretrained." + "reason": "Missing torchvision for video AutoProcessor is unrelated to tokenizer mapping returning None." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43986", + "right": "issue:44016", "accept": false, - "reason": "Unrelated import/backend problems: Python 3.14 load failure vs invalid tensorflow_text backend mapping." + "reason": "Video-model import crash is unrelated to a notebook syntax error." }, { - "left": "issue:43986", - "right": "issue:44016", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "One is a runtime import crash for video models; the other is a notebook syntax error." + "reason": "Python 3.14 load failure is unrelated to an unsupported backend name in BACKENDS_MAPPING." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model/runtime issues: xLSTM training bugs vs Bamba compile failure with SDPA." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model/backend regressions." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model save failure and the other is pipeline save_pretrained support." + "reason": "Dequantized save failure is unrelated to saving Pipeline objects." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite looping on a specific image." + "reason": "Saving dequantized models is unrelated to a Qwen3.5 image-specific infinite loop." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is not the same bug as Bamba SDPA compilation failure." + "reason": "A precision warning during compile is not the same as a model-specific torch.compile SDPA failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different problems: wrong pipeline error message vs inability to save Pipeline objects." + "reason": "Incorrect pipeline error messaging is unrelated to inability to save Pipeline objects." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different warnings and triggers: bfloat16 compile precision warning vs tie_word_embeddings warning during Qwen fine-tuning." + "reason": "Generic bfloat16 precision warning and tie_word_embeddings warning are distinct config-level issues." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Model weight loading mismatch is unrelated to the 50GB max_shard_size default question." + "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default question." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup/check_repo issue is unrelated to a noisy logging message." + "reason": "Repo-check/dummy-class cleanup is unrelated to a noisy logging message." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "The second is only a reproduction of another issue and does not match the tokenizer decoder bug described in 43066." + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "FlashAttention support warning for Nemotron is not the same as GPT2 attention scaling being ignored." + "reason": "A removed API in v5 is unrelated to a logging-noise complaint." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Removed config API and noisy logging are unrelated changes." + "reason": "Flash Attention unsupported for a specific model is different from attention scaling being ignored in backends." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model-specific FlashAttention support bug is unrelated to a Python-version compatibility problem." + "reason": "Model/backend support bug is unrelated to Python version compatibility." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek tensor operation bug are different issues." + "reason": "ESM2 breakage and a deepseek tensor operation issue do not share the same code path." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to Trainer import issues caused by datasets." + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer and datasets interaction." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling being ignored and AttentionInterface.register changing function behavior are different bugs." + "reason": "Ignored attention config and changed register behavior are different attention-interface bugs." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation has nothing to do with importing Trainer." + "reason": "patchtsmixer post_init validation is unrelated to a Trainer import problem." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE, but one is save_pretrained for FP8 and the other is a from_pretrained error in Qwen3.5." + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are related only by model family, not the same concrete failure." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend scaling bug and degenerate zero loss in sequence classification are unrelated." + "reason": "Attention backend config handling is unrelated to degenerate zero-loss behavior in sequence classification." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon allocator TypeError." + "reason": "Missing Gemma3Config attribute and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling under backend changes." + "reason": "FSDP2 optimizer-state corruption is a distributed-training bug, not an attention-backend config issue." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend packaging mismatch is not the same as a Trainer import failure tied to datasets." + "reason": "TensorFlow backend packaging is unrelated to importing Trainer being affected by datasets." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "PyTorch warning on bfloat16 compilation is different from compiled flex_attention failure on torch>=2.9." + "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast returning only one label." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "A precision warning is unrelated to compiled flex_attention failing on newer torch." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local path trailing-slash import warning is unrelated to a bfloat16 precision warning." + "reason": "Trailing-slash local model warnings are unrelated to bfloat16 compile warnings." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different packages: huggingface_hub symbol vs model class export." + "reason": "Different import failures from different packages/models; no shared underlying bug." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "Broken auto_mappings references and noisy logging are not the same underlying problem." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat-completions request rejection and Qwen2_5_VLProcessor batched padding crash are different API paths." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Missing configuration_utils import and local_files_only still making API calls are unrelated." - }, - { - "left": "issue:45698", - "right": "issue:46172", - "accept": false, - "reason": "Wrong module restored after save_pretrained is unrelated to a tensor dtype/transpose bug." + "reason": "Removed auto_mappings entries breaking CI is unrelated to noisy logging output." } ] }, @@ -15740,15 +15836,15 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:36010", "issue:36683", + "issue:38617", "issue:42757", - "issue:42890", "issue:42898", "issue:42994", "issue:43010", @@ -15757,6 +15853,7 @@ "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", "issue:43611", "issue:43618", @@ -15776,6 +15873,7 @@ "issue:44483", "issue:44485", "issue:44492", + "issue:44514", "issue:44625", "issue:44655", "issue:44855", @@ -15786,25 +15884,26 @@ "issue:45278", "issue:45290", "issue:45310", - "issue:45375", - "issue:45561", - "issue:45593", + "issue:45698", "issue:46077", "issue:46082", - "issue:46202", + "issue:46172", "issue:46365" ], "soft_pairs": [ + "issue:44483|issue:44514", + "issue:38617|issue:43502", "issue:44038|issue:44230", + "issue:45698|issue:46172", "issue:43618|issue:44380", "issue:43618|issue:43761", "issue:43299|issue:43867", "issue:42994|issue:44655", + "issue:36683|issue:43475", "issue:44483|issue:45290", "issue:43756|issue:44485", - "issue:36683|issue:43475", - "issue:42898|issue:43066", "issue:44625|issue:46365", + "issue:42898|issue:43066", "issue:45276|issue:46077", "issue:36010|issue:42757", "issue:43352|issue:43937", @@ -15812,7 +15911,6 @@ "issue:43901|issue:44655", "issue:36683|issue:44077", "issue:43867|issue:45216", - "issue:43352|issue:45593", "issue:43976|issue:44938", "issue:44625|issue:46077", "issue:46077|issue:46082", @@ -15824,250 +15922,237 @@ "issue:44075|issue:46365", "issue:43010|issue:45278", "issue:44355|issue:44855", - "issue:44938|issue:45071", - "issue:43867|issue:45375", - "issue:43867|issue:46202", - "issue:36683|issue:43064", - "issue:42890|issue:45561" + "issue:44938|issue:45071" ], - "prepared_review_unit_hash": "cdc4a6b6052f163404a4aae6364047bec8b3999b641c61bf415c663c87f20aad", + "prepared_review_unit_hash": "471a7709d59993d2ca7a2cdde508d5df6ceee73821704e0fa254b679a84a79e9", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37497, - "estimated_input_tokens": 9375, - "estimated_eval_tokens": 19006 + "soft_pair_count": 32, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct regressions, import errors, model-configuration bugs, or test issues across different subsystems. I found no strong duplicate pair that should be merged, so the safest triage is to keep them separate and use only a loose umbrella representative if needed.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue exists because the items span unrelated bugs and APIs; there is no single underlying defect shared across the cluster.", + "summary": "The packet contains only issues, no PRs. Most items are unrelated one-off regressions. The CLIP v5 reports are clearly related, but the evidence is not strong enough to conclude they are the exact same underlying bug, so they should be treated as possible duplicates rather than a definite merge pair.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 43761 is the most specific and actionable CLIP v5 regression report because it names the exact forward-path failure and trigger; 43618 is related, but the packet does not prove it is the same bug rather than a nearby symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella-style report ('Many import errors after update from 4.57.0 to 5.5.0'), so it is the least bad cluster label, but it is not a true duplicate anchor.", + "best_issue_reason": "43761 is the best single issue to anchor the cluster because it is explicit about the CLIPVisionModel.forward regression and the `output_hidden_states=True` trigger.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different bugs: chat-completions request validation vs batched chat template handling with padding=False." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Unrelated failures: missing internal import vs local_files_only still making API requests." + }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL/MoE, but one is a loading regression and the other is fp8 inference support; different concrete problems." + "reason": "Different scopes: Qwen3-VL-Moe loading regression vs fp8 inference support request." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths: wrong custom module reloaded after save_pretrained vs a dtype/transpose bug in deepseek-v4." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both are attention-related regressions, but they affect different models and code paths (CLIP output fields vs GPT-2 attention scaling/backends)." + "reason": "Both touch attention-related code, but one is a CLIP output regression and the other is GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same CLIP family, but one is missing attentions and the other missing hidden_states; too little evidence that this is one shared bug." + "reason": "Related CLIP v5 forward regressions, but the packet does not prove they are the same underlying bug; safer to mark as possible duplicates rather than mergeable." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different failure modes: Qwen3VL MoE loading regression vs a generic state_dict ordering load error." + "reason": "Different load bugs: Qwen3VL-Moe breakage vs state_dict sorting causing model load errors." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline.save_pretrained; different paths and symptoms." + "reason": "Different save_pretrained problems: quantized model saving vs pipeline object serialization." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Separate missing-attribute bugs in different model families and config/output classes." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both hit chat-related APIs, but one is /v1/chat/completions request validation and the other is apply_chat_template tokenization with tool-call messages." + "reason": "Different chat-stack issues: /v1/chat/completions request acceptance vs assistant tool-call template crashes." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "RoPE is the shared theme, but these are different models and different implementation concerns." + "reason": "Unrelated model-specific bugs: Smollm3 RoPE layer dropping vs GLM-5 RoPE implementation discussion." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Both are missing-attribute errors, but on unrelated configs/outputs and unrelated models." + "reason": "Different problems: config propagation in Qwen3.5 vs importing Trainer being affected by datasets." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a docs/behavior mismatch and the other is a decoder type regression." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "No overlap beyond generic transformers usage; one is Qwen3.5 label propagation, the other is an import conflict with datasets." + "reason": "Different tokenizer regressions: cleanup-space behavior change vs decoder type mismatch." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but one is embedding resize behavior and the other is attention mask construction." + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they come from different dependencies and different missing symbols." + "reason": "Both are import errors, but for different symbols and different packages; not the same underlying bug." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "One is Flash Attention 2 support for Nemotron, the other is GLM-5 GenerationConfig validation; unrelated bugs." + "reason": "Different issues: Flash Attention 2 support gap vs invalid GenerationConfig handling." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Different areas: model loading with base_model_prefix vs saving Pipeline objects." + "reason": "Different regressions: base_model_prefix loading vs inability to save Pipeline objects." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for text classification pipeline vs Pipeline.save_pretrained failure are unrelated." + "reason": "Docs mismatch about return_all_scores is unrelated to Pipeline save_pretrained behavior." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different attribute/config bugs on different models; no shared code path is evident." + "reason": "Distinct bugs: missing config attribute vs optimizer arguments not being applied." }, { "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "One is a load error tied to state_dict ordering, the other is a Qwen3.5 save_pretrained regression." - }, - { - "left": "issue:43352", - "right": "issue:45593", + "right": "issue:45216", "accept": false, - "reason": "Unrelated models and behaviors: Flash Attention support vs auxiliary-loss handling in D-FINE." + "reason": "Generic load failure from state_dict ordering is separate from Qwen3.5 save_pretrained regression." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both mention Python version compatibility, but the reported failures and affected versions are different." + "reason": "Different Python-version compatibility failures with different versions and symptoms." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Same Gemma4/Qwen3.5-era timeframe is not enough; these are different configuration fields and different failures." + "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 bidirectional-attention masking." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both touch Llama/Gemma-style config validation, but the actual problems are unrelated (masking vs head_dim validation)." + "reason": "Same model family, but different configuration constraints and different failures." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields." + "reason": "Different missing-attribute errors in different configs (vocab_size vs pad_token_id)." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output-field regression and Qwen3.5 checkpoint saving regression are unrelated." + "reason": "CLIP output regression and Qwen3.5 checkpoint saving are unrelated." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different model families and different missing config propagation bugs." + "reason": "Different classes of config bugs affecting different models and fields." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained issues, but on different models and likely different load-time causes." + "reason": "UMT5 embedding-weight loading issue is unrelated to Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption and a cache-strategy typo are not the same bug." + "reason": "Optimizer state corruption under FSDP2 is unrelated to a typo in cache strategies." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling and a Trainer import conflict are unrelated." + "reason": "SGD argument handling and Trainer import failure are unrelated issues." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "One is a no_grad decoration request for cache updates; the other is a broad import-error report." + "reason": "Cache update no_grad behavior is unrelated to the broad import errors after upgrading Transformers." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are Python/runtime import failures, but one is about compiled Python files and the other is a torch.jit script parsing issue on 3.13." + "reason": "Both involve Python parsing/import problems, but one is compiled-file execution and the other is a torch.jit script parsing error on Python 3.13." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Both are version-compatibility reports, but they target different Python/Transformers combinations and different breakages." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Load-order error vs missing config field dropped by strict parsing; different underlying defect." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Generic load error and Gemma pipeline roundtrip failure are not the same problem." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "A missing Gemma3 config field and distributed optimizer-state corruption are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Both are testing-related, but one is missing set_seed in a model test and the other is an xdist race on a captured-info file." + "reason": "Different compatibility breakages: Python 3.14 loading vs PretrainedConfig type-checking in v5.4.0." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, and it is correct that the packet contains only issues and no PRs. However, the one accepted soft-edge pair is a bit too strong: issue 43618 (missing attentions) and issue 43761 (hidden_states=None despite output_hidden_states=True) are related CLIP v5 forward-path regressions, but the packet does not by itself prove they are the same underlying bug. A more conservative verdict would be to mark them as related/possible duplicates rather than definitively mergeable." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -16080,23 +16165,22 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:28282", "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", "issue:42548", "issue:42890", "issue:43010", + "issue:43064", "issue:43065", - "issue:43232", "issue:43502", "issue:43575", "issue:43576", @@ -16121,27 +16205,32 @@ "issue:44734", "issue:44749", "issue:44857", - "issue:44961", "issue:44964", "issue:45125", "issue:45357", "issue:45375", "issue:45440", "issue:45478", + "issue:45561", "issue:45600", "issue:45850", "issue:46132", + "issue:46202", "issue:46285", "issue:46617" ], "soft_pairs": [ + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", "issue:43010|issue:45850", "issue:41669|issue:44246", "issue:36296|issue:43575", "issue:43867|issue:45357", "issue:43010|issue:43976", - "issue:43992|issue:45478", "issue:43618|issue:44077", + "issue:43992|issue:45478", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:43618|issue:44857", @@ -16163,244 +16252,240 @@ "issue:30333|issue:33453", "issue:44355|issue:44749", "issue:42548|issue:44351", - "issue:45125|issue:45375", - "issue:43010|issue:43232", - "issue:43502|issue:44222", - "issue:43502|issue:44961", - "issue:30990|issue:31795" + "issue:45125|issue:45375" ], - "prepared_review_unit_hash": "0022cb336a89eccec3be90e277418df615a9519521f1a7de11721a1721dfc253", + "prepared_review_unit_hash": "b4f0a65f0496bb7a776e0a01c548b9d1abea0236aaaa962bcc314eb0c41822b9", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37135, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated regressions or model-specific loading bugs. The only clear duplicate pair is the import-performance complaint about `transformers` startup/import time.", - "confidence": 0.63, - "canonical_issue_reason": "`issue:44246` is the broad user-facing report of slow `transformers` import; `issue:41669` looks like a narrower root-cause/fix proposal for the same slowdown.", + "summary": "This cluster is too heterogeneous to treat as one duplicate set: it mixes import/export regressions, tokenizer/model loading failures, training bugs, flaky tests, and model-specific issues. The only plausible duplicate edge is the import-time slowdown pair (41669/44246).", + "confidence": 0.79, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bug classes, so any single issue would misrepresent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44246` is the best global issue candidate because it captures the shared symptom at the highest level and can absorb the more specific import-performance report.", + "best_issue_reason": "No strong global best issue; 41669 is the closest representative of the import-performance subgroup, but the cluster is not coherent enough for a single canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: state_dict sorting/load error vs missing Qwen3.5 vision config field." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated model-load error vs Gemma pipeline roundtrip issue on a token character." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute error is unrelated to FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both involve tests, but one is missing set_seed flakiness and the other is a pytest-xdist file race; different causes." + }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Different problems: cache/layer `update()` no-grad semantics vs a vague broad complaint about many broken models." + "reason": "Cache/layer no_grad decoration is unrelated to the broad complaint that v5 breaks too many models." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Same underlying bug: `transformers` import is slow; one issue points to `import *` overhead as the likely cause." + "reason": "Both describe top-level import slowness; 41669 identifies the likely import-* root cause and 44246 reports the same symptom." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a load-time OOM for a specific model." + "reason": "General tensor-parallel training bug vs Qwen2-57B-A14B OOM when loading with tp; not the same concrete failure." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Load failure from sorted `state_dict` keys is not the same as incorrect visual encoder keys being saved." + "reason": "State-dict sorting/load failure is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Generation cache update behavior is unrelated to Python version compatibility." + "reason": "No_grad cache update bug is unrelated to Python 3.9/3.10 compatibility for Transformers 5.1.0." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Both are `from_pretrained` problems, but they affect different models and different missing/misparsed weights." + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init policy changes." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Different subsystems: CLIP attentions regression vs `patchtsmixer` post-init policy." + "reason": "Different loading failures: missing embed_tokens weight vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing import error and tokenizer-loading regression are different failures." + "reason": "PyTorch missing dependency error is unrelated to tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIP class structure inconsistency are distinct issues." + "reason": "CLIP attentions assignment and CLIP text-model structure inconsistency are different regressions." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "A CLIP output field regression is unrelated to an AMP/CUDA crash in `LwDetrImageLoss`." + "reason": "CLIPOutput issue is unrelated to LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer activation placement and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence from remote code." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Flaky test seeding and a model-loading failure are not the same bug." + "reason": "Seed-related test flakiness is unrelated to Phi-4 multimodal model loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test failures, but the root causes differ: missing seeds vs stale device override behavior." + "reason": "Both are CI/test issues, but one is missing set_seed and the other is a stale device override race." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "A flaky integration test is unrelated to stale auto-mapping references breaking CI." + "reason": "SamHQ test seeding issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-mode network requests and `AddedToken` argument duplication are different code paths." + "reason": "local_files_only leakage is unrelated to AddedToken special-argument duplication." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload incompatibility overlap only broadly on model loading, not the same concrete bug." + "reason": "Tokenizer loading regression and v4.57 checkpoint reload failure are both loading-related but appear to be different code paths and failures." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Multimodal token counting failure and cache `FileNotFoundError` are unrelated." + "reason": "Missing image-processor method is unrelated to trust_remote_code cache FileNotFoundError." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory growth is a different problem from reload compatibility after upgrading versions." + "reason": "int4 quantization memory regression is unrelated to cross-version checkpoint reload failure." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 `save_pretrained` behavior and missing tensor-parallel plan are different bugs." + "reason": "FP8 save_pretrained/moe bug is unrelated to missing _tp_plan for tensor parallelism." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Server KV-cache indexing crash is unrelated to loading a trust-remote-code model from cache." + "reason": "KV-cache continuation tensor indexing crash is unrelated to cache-file loading failure." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "No-grad cache updates and a dummy `Conv2d` in SAM3 are unrelated." + "reason": "Compiled Python-file errors are unrelated to the slowdown when filtering data after upgrading Transformers." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Broken `transformers env` command and changed `AttentionInterface.register` semantics are different issues." + "reason": "Both are import-name failures from transformers, but they name different missing exports and the underlying cause is not established as the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network leak is unrelated to GLM-5 RoPE implementation." + "reason": "local_files_only network leakage is unrelated to the GLM-5 RoPE implementation discussion." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing exported class and cache load `FileNotFoundError` are different import/load failures." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export is unrelated to trust_remote_code cache lookup failure." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing `_tp_plan` and a general `from_pretrained` error for Qwen3.5 MoE are related only by model family, not the same bug." + "reason": "Missing tp plan for Qwen3_5MoeForConditionalGeneration and Qwen3.5 Moe from_pretrained failure are related by model family, but not clearly the same concrete bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training and tokenizer loading regression are unrelated." + "reason": "MLflow failure reporting is unrelated to tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors are not the same as a slowdown when filtering data after upgrade." + "reason": "(Duplicate of the compiled-files vs filtering-speed pair) Different failure modes and code paths." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely separate export problems." + "reason": "(Duplicate of the import-name failure pair) Similar surface symptom, but no evidence they share the same root cause." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan support and a missing vision-config field are different configuration issues." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Generation kwarg syncing after `sync_gpus` is a different bug from cache/layer no-grad updates." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Offline request leakage and FP8 `save_pretrained` are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "A real offline-mode bug is not the same as the unrelated/nonspecific `racoon` issue." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Stuck loading and confusing documentation are not the same underlying issue." + "reason": "Missing tensor-parallel plan is unrelated to the missing deepstack_visual_indexes vision-config field." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The only accepted soft-edge pair is the import-slowdown duplicate (41669 \u2194 44246), and the other rejections are conservative given the packet text. The summary stays within the evidence and does not overstate any of the non-duplicate matches." + "feedback": "The summary is grounded in the packet and appropriately conservative. The cluster is indeed heterogeneous, and the only accepted soft edge, 41669/44246, is well supported by the shared import-slowdown symptom. The other soft-edge rejections stay within the evidence and avoid overstating similarity." }, "evaluator_used": true, "retried": false, @@ -16416,13 +16501,14 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:27957", "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -16431,15 +16517,17 @@ "issue:41628", "issue:42548", "issue:42757", + "issue:43010", + "issue:43232", "issue:43299", "issue:43475", + "issue:43502", "issue:43526", "issue:43576", "issue:43673", "issue:43824", "issue:43827", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", "issue:44273", @@ -16447,7 +16535,6 @@ "issue:44351", "issue:44355", "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44556", @@ -16456,14 +16543,11 @@ "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", - "issue:45125", "issue:45230", "issue:45362", "issue:45468", "issue:45542", - "issue:45753", "issue:45850", "issue:46143", "issue:46144", @@ -16471,6 +16555,10 @@ "issue:46617" ], "soft_pairs": [ + "issue:43010|issue:43232", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:30990|issue:31795", "issue:43827|issue:44961", "issue:43299|issue:44556", "issue:30333|issue:36296", @@ -16488,256 +16576,248 @@ "issue:44485|issue:44961", "issue:43576|issue:44938", "issue:44908|issue:44961", - "issue:46143|issue:46144", "issue:44222|issue:44230", + "issue:46143|issue:46144", "issue:36296|issue:43901", - "issue:41628|issue:42548", "issue:36296|issue:43526", "issue:43475|issue:46617", + "issue:41628|issue:42548", "issue:44315|issue:46209", "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44393|issue:45753", - "issue:44273|issue:45003", - "issue:44393|issue:45071", - "issue:43576|issue:44556" + "issue:44273|issue:45542" ], - "prepared_review_unit_hash": "486b83a0ee9efed763e758818c976b24fdb6158c902a33aa9e6eb7a3a9378f5a", + "prepared_review_unit_hash": "46123db57c48566d82c734a05bb3a74503215627698e43d19a16adb8f4ded9ed", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 36576, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "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 import errors, model-loading regressions, docs issues, and training/runtime bugs. The soft pairs are mostly superficial similarities around v5, model names, or the word \"loading\" rather than the same underlying defect.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45850 is the closest umbrella-style issue because it broadly captures the recurring \"v5 breaks many models\" theme, but it is still too generic to be a strong duplicate canonical.", + "summary": "This cluster is mostly a loose bundle of unrelated Transformers v5 regressions and import/loading issues. Only the two RoFormer reports look like they plausibly describe the same underlying code-path bug; the rest are distinct enough to keep separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the cluster\u2019s theme of widespread v5 breakage, but it is still vague and not a true duplicate of the more specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most representative single issue in this mixed cluster: it is broad enough to cover several of the v5-regression style complaints, while the other issues are mostly narrow and unrelated to each other.", + "best_issue_reason": "Issue 45850 is the closest single issue to the overall cluster theme and could serve as the top-level representative, though it is too generic to be a great standalone canonical ticket.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different bugs: cache update no-grad behavior vs generation kwargs update after sync_gpus." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: local_files_only network requests vs a placeholder/invalid racoon issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different areas: offline/local-files-only networking vs FP8 save_pretrained MoE behavior." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs documentation confusion about model.forward arguments." + }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() after v5 removals is unrelated to the unrelated \"racoon\" issue." + "reason": "Docs still reference pipeline() vs an unrelated placeholder issue." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention v5 loading regressions, but one is Qwen3VL MoE model loading and the other is checkpoint reload compatibility; not the same bug." + "reason": "Both are model-loading regressions, but for different models/releases and likely different root causes." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting after failed jobs and tensor parallel training are different subsystems and failure modes." + "reason": "MLFlow reporting on failed training is unrelated to tensor-parallel training correctness." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file loading errors are unrelated to PreTrainedConfig type-checking regressions." + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file import errors are not the same as pipeline save_pretrained serialization issues." + "reason": "Different failures: compiled-file loading errors vs save_pretrained for Pipeline objects." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different concrete failures." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading breakage." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + "reason": "XLM-R Flash Attention 2 support is unrelated to tokenizer-loading regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing is_offline_mode from huggingface_hub and the transformers env CLI are different breakages." + "reason": "Importing is_offline_mode from huggingface_hub is a dependency/export issue, not the transformers env command bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and PreTrainedConfig type-checking are unrelated issues." + "reason": "transformers env CLI breakage is unrelated to PretrainedConfig type checking." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU discussion." + "reason": "Liger kernel application via model_init is unrelated to the DSA indexer ReLU discussion." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI/env breakage is not the same as missing Qwen2_5_VLForConditionalGeneration import." + "reason": "CLI/env regression is unrelated to missing Qwen2_5_VL export." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to the layer_type_validation import error." + "reason": "Documentation mismatch is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder issue \"racoon\" has no clear relation to Gemma-4 audio positional encoding." + "reason": "Placeholder issue title vs Gemma-4 audio positional encoding bug." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading paths." + "reason": "Missing HybridCache export is a symbol/export problem, not a cache FileNotFoundError." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder \"racoon\" issue." + "reason": "RoPE implementation discussion is unrelated to the placeholder racoon issue." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken transformers env command and Python 3.14 load failure are distinct environment/runtime problems." + "reason": "CLI/env breakage and Python 3.14 load failure are not the same bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the placeholder issue." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Both concern RoFormer, but one is about kwargs propagation and the other about attention-interface usage; related area but not the same bug." + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are different problems." + "reason": "FP8 save_pretrained MoE and FP8 inference support are related by theme but not the same concrete bug." }, { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor parallel training bug and text-classification docs behavior are unrelated." + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both concern RoFormer methods/attention not using the expected interface, which likely drops kwargs in the same code path." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are different symbol export regressions." + "reason": "Tensor-parallel training bug is unrelated to pipeline-docs mention of return_all_scores." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels are different code paths." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute error and trust_remote_code cache loading failure are different code paths." + "reason": "SAM3 video attribute error is unrelated to trust_remote_code cache loading failures." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel not applied in model_init and FP8 inference on B200 are unrelated." + "reason": "Liger kernel application bug is unrelated to FP8 inference on B200." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crash is a specific model failure, while 45850 is only a vague broad complaint." + "reason": "Specific Qwen3.5 chat crash vs a broad v5 models-breakage complaint; not the same bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill and a typo in cache strategies are not the same defect." + "reason": "Generation cache missing in chunked_prefill is unrelated to a cache-strategy typo." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files is too specific to match the generic \"Bug report\" issue." + "reason": "Missing processor.save_pretrained files is unrelated to an unspecified bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problems and undefined tf backend from tensorboard-only installs are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "General Qwen3-VL-Moe loading breakage and missing _tp_plan for tensor parallelism are different concrete issues." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "2D bounding-box hallucination/error and infinite loop on a specific image are different failure modes." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading bugs are unrelated to unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Qwen3-VL bounding-box output issues are unrelated to PreTrainedConfig type-checking." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Broken env command and checkpoint reload failures after upgrading to v5 are different problems." + "reason": "Lazy loading malfunction is unrelated to a TensorBoard-without-TensorFlow backend error." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it treats most items as separate v5/import/loading regressions, and the only accepted soft-edge pair (46143/46144) is plausibly the same RoFormer code-path bug without overstating certainty. No mergeability issues apply because there are no PR pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16749,14 +16829,13 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", @@ -16767,9 +16846,9 @@ "issue:43572", "issue:43576", "issue:43673", - "issue:43704", "issue:43827", "issue:43976", + "issue:44038", "issue:44077", "issue:44230", "issue:44246", @@ -16788,22 +16867,28 @@ "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", "issue:45278", "issue:45310", "issue:45341", "issue:45468", "issue:45478", + "issue:45753", "issue:45850", - "issue:46018", "issue:46095", - "issue:46172", "issue:46218", "issue:46328" ], "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45753", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", @@ -16820,8 +16905,8 @@ "issue:44246|issue:44273", "issue:43976|issue:44393", "issue:44704|issue:44908", - "issue:44908|issue:45071", "issue:44295|issue:45230", + "issue:44908|issue:45071", "issue:44297|issue:45230", "issue:41669|issue:44351", "issue:44492|issue:46328", @@ -16840,279 +16925,282 @@ "issue:44273|issue:44908", "issue:43576|issue:46218", "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:46018|issue:46172", - "issue:31795|issue:34689" + "issue:43519|issue:44908" ], - "prepared_review_unit_hash": "d8039825b29701d53b84908a4b15b90d8e77b33188c27f1ef4652cbc84d80d63", + "prepared_review_unit_hash": "6b4b7f147e9a50c4986a3e6a8e102230df927ba3b7ba7b4e9ad25e36be412475", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39065, - "estimated_input_tokens": 9767, - "estimated_eval_tokens": 19790 + "soft_pair_count": 42, + "serialized_chars": 39654, + "estimated_input_tokens": 9914, + "estimated_eval_tokens": 20084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of Transformers v5 regressions, import/lazy-loading issues, and unrelated model-specific bugs. I do not see any PRs, and the soft pairs are generally not true duplicates; they mostly share broad subsystem or version-regression themes rather than the same concrete bug.", - "confidence": 0.28, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it captures the general v5 breakage/regression theme that several other issues resemble at a high level.", + "summary": "This set is mostly a mix of unrelated Transformers regressions, model-specific bugs, docs issues, and API breakages. The only broadly representative issue is the generic v5 breakage report, but none of the soft pairs are close enough to treat as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "issue #45850 is the closest umbrella for the recurring \"v5 breaks models\" migration complaints in this set, even though it is quite generic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best represents the cluster\u2019s common high-level theme (v5 breaks many models), even though the rest are not strict duplicates.", + "best_issue_reason": "issue #45850 is the best representative issue because it is broad, open, and captures the overall migration-breakage theme better than the highly specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3-MoE, but one is a model/support complaint and the other is a tensor-parallel `_tp_plan` issue; different underlying bugs." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different failure modes for Qwen3-VL: 2D bbox hallucination versus an infinite-loop case on one image." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe `sys.modules` access are related to imports, but they are not the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL output issue and a `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "One is about the `transformers env` command, the other about reloading old checkpoints after a v5 upgrade." + }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError is a specific config bug; 45850 is a broad v5 regression complaint." + "reason": "A specific `Llama4Config` attribute error is not the same bug as the broad generic v5 breakage report." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "import * / import-time slowdown is a different problem from GenerationMixin cache missing during chunked_prefill." + "reason": "Import-star slowdown and missing GenerationMixin cache during chunked prefill are different problems." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are checkpoint-loading regressions after v5, but one is generic reload failure and the other is a specific remote-code/meta-init incompatibility." + "reason": "Both are v5 compatibility problems, but they affect different model families and different code paths." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "fp8 support request and weight-conversion-script question are related only by DeepSeek-V4; they are not the same bug or change." + "reason": "FP8 inference support for Qwen3-VL/Moe is unrelated to a deepseek weight-conversion script question." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a concrete config regression, not the same issue as the broad v5 breakage report." + "reason": "A missing `pad_token_idx` regression is too specific to merge with the generic \"breaks too many models\" complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is a narrow fix; 45850 is a generic many-model breakage complaint." + "reason": "A cache-strategy typo is a different issue from broad v5 breakage." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade and broad model breakage overlap only at the version-regression level." + "reason": "Many import errors after upgrade is broader, but still a distinct regression report from the generic model-breakage issue." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings guidance and cache-strategy typo are unrelated." + "reason": "TF32 API migration guidance and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import * slowdown/lazy-loading concerns are different from the Qwen3_5 import failure." + "reason": "Import performance regression and missing `Qwen3_5ForCausalLM` import are different import-time failures." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + "reason": "A flaky integration test and an inverse-sqrt scheduler kwargs bug do not share the same underlying defect." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_tracker type warning and Liger Kernel not applied with model_init are different code paths." + "reason": "A model-type warning is unrelated to Liger Kernel not being applied with `model_init`." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 unsupported error is not the same as Qwen3-VL bbox hallucination/error." + "reason": "Flash Attention 2 support refusal for Nemotron is unrelated to Qwen3-VL bounding-box errors." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs bug are unrelated." + "reason": "`transformers env` and scheduler kwargs handling are different code paths." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both touch import/lazy loading, but one is import-time performance and the other is functional lazy-loading failure." + "reason": "General import slowdown and lazy-loading malfunction are not the same bug." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bounding-box output are different failures." + "reason": "Python-version support regression is unrelated to the Qwen3-VL bounding-box issue." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs passthrough and inverse_sqrt scheduler kwargs are unrelated." + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs forwarding are different APIs and failures." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are separate regressions." + "reason": "A `position_ids` buffer access error is not the same as a generic bug report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "position_ids buffer access error is a specific runtime bug; the other item is too generic to match it." + "reason": "Scheduler kwarg handling and `PretrainedConfig` type checking are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained is unrelated to a generic bug report." + "reason": "Tokenizer save metadata mismatch is distinct from a placeholder generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "import * / lazy-loading cleanup is not the same as failing to import HybridCache." + "reason": "Import-star slowdown and missing `HybridCache` import are different import-related issues." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` performance are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time slowdown and a testing_utils bug are different issues." + "reason": "Import-star slowdown is unrelated to the `testing_utils.py` bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python version support problem is distinct from the broad v5 model-breakage report." + "reason": "Python-version compatibility is a separate regression from the generic v5 model breakage report." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/Qwen3-VL related, but bbox hallucination and from_pretrained error are different concrete bugs." + "reason": "Qwen3-VL bbox output errors and Qwen3.5 Moe `from_pretrained` errors are different model bugs." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression and Qwen3_5 import error are unrelated." + "reason": "Python support issues and a missing module import for Qwen3_5 are not the same bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and _tied_weight_keys AttributeError are different model/config bugs." + "reason": "`patchtsmixer` post-init behavior and tied-weight key crashes are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." + "reason": "Docs still referencing `pipeline()` and scheduler kwarg handling are different issues." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." + "reason": "Documentation confusion in `forward` and tokenizer loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are different code-path problems." + "reason": "Liger Kernel not applied with `model_init` and flash_attention_3 degenerate training are different code-path problems." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading malfunction are different issues." + "reason": "`transformers env` and lazy loading are unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding are unrelated." + "reason": "DSA-indexer/ReLU discussion and Gemma-4 positional encoding bug are not the same underlying issue." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _tied_weight_keys list handling are unrelated." + "reason": "Saving `Pipeline` objects and `_get_tied_weight_keys` crashing are different bugs." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same issue." + "reason": "A generic bug report and a Qwen3.5 Moe `from_pretrained` failure are not duplicates." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken env command and Qwen3_5 import failure are unrelated." + "reason": "Lazy loading and inverse-sqrt scheduler kwargs are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct model-specific issues." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Qwen3VL timestamp bug and scheduler kwargs bug are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "import * cleanup/performance and VRAM leak in dataloader threads are different problems." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeek-V4 shared expert gating and comb.to(...).transpose(...) are separate DeepSeek bugs." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation ambiguity and Llama 3.2 Vision model-loading failure are not the same bug." + "reason": "Timestamp calculation in Qwen3VL is unrelated to scheduler kwarg handling." } ] }, @@ -17131,18 +17219,20 @@ "review_unit_count": 55, "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-10000-467", + "cluster_id": "cluster-10000-468", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", "issue:37934", "issue:38617", + "issue:41669", "issue:42371", "issue:42913", "issue:42936", @@ -17179,9 +17269,13 @@ "issue:46018", "issue:46095", "issue:46144", + "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", "issue:31515|issue:31795", "issue:43704|issue:44485", "issue:44485|issue:45468", @@ -17225,286 +17319,304 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "8e07a21a7298a1d92a48cea4d4885dcd4749615d224c6f4846caec79441a9ebd", + "prepared_review_unit_hash": "76eb2a5e0ec923ba0403989f11de376305c9d97d92e0b99216776dd632036dd3", "component_budget": { - "node_count": 467, - "item_count": 467, - "soft_pair_count": 1714, - "serialized_chars": 889309, - "estimated_input_tokens": 222328, - "estimated_eval_tokens": 444912 + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 }, "budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 42, - "serialized_chars": 37132, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39711, + "estimated_input_tokens": 9928, + "estimated_eval_tokens": 20112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated tokenizer regressions, model-config bugs, import failures, training/runtime problems, and documentation questions. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items do not share one underlying defect, so there is no safe duplicate anchor for the cluster.", + "summary": "This cluster looks like a noisy mix of unrelated Transformers issues that only share broad vocabulary like loading, tokenizer, import, or regression. None of the soft pairs are close enough to treat as duplicates or one merged fix.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45850 is the broadest regression-umbrella title in the set, so it is the least bad cluster anchor, but it is still too vague to serve as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue representative: the cluster is too mixed, and the soft pairs do not collapse to one concrete problem.", + "best_issue_reason": "issue:45850 is the most general and cluster-like issue here, but only as a loose umbrella; it is not a strong duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/perf issue vs a Qwen3 VRAM leak; different bugs and code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating vs a comb transpose bug; unrelated model logic." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Doc confusion about inputs/past_key_values vs a tokenizer/model-loading regression; not the same bug." + }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Different topics: slow checkpoint loading vs documentation confusion in model.forward." + "reason": "Slow checkpoint loading vs documentation ambiguity; different problem types." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Different model bugs: VRAM leak in Qwen3 causal LM vs GLM-5 RoPE implementation." + "reason": "VRAM leak in multi-threaded Qwen3 use vs GLM-5 RoPE implementation issue; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different architectures and failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; different models and failures." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior settings issue is unrelated to a multi-dataloader VRAM leak." + "reason": "TF32 settings API discussion vs Qwen3 VRAM leak; no shared underlying bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad version-breakage complaint vs a specific Qwen3_5 import failure; not the same bug." + "reason": "A vague 'many models break' meta-issue vs a specific Qwen3_5 import failure; too different to merge." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests vs incorrect timestamp calculation; unrelated bugs." + "reason": "Unexpected network/API calls with local_files_only vs timestamp math in Qwen3VL; unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math vs missing files on save_pretrained; different code paths." + "reason": "Processor timestamp calculation vs missing save_pretrained files; different processor behaviors." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug vs VRAM leak under dataloader threads; unrelated." + "reason": "Qwen3VL timestamp bug vs Qwen3 multi-thread VRAM leak; unrelated failure modes." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling vs Gemma-4 audio positional encoding; unrelated models and paths." + "reason": "torch.split return-value issue vs Gemma-4 audio positional encoding; unrelated implementation bugs." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio-model continuous batching support vs DeepSeek-V4 weight conversion script question." + "reason": "Continuous batching not supporting audio models vs a DeepSeek-V4 weight-conversion question; not the same change." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated." + "reason": "CPU-offload device mismatch vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps precision issue vs Gemma-4 audio positional encoding; different bugs." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs Gemma-4 audio positional encoding; different code paths." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/models and likely different root causes." + "reason": "Different import errors for different symbols/modules; not the same underlying import breakage." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support limitation vs model import failure; not the same problem." + "reason": "Flash Attention support error vs Qwen3_5 import failure; separate model-loading issues." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both tokenizer-related, but one is broad v4-to-v5 behavior change and the other is a specific decoder-type bug." + "reason": "General tokenizer v4/v5 behavior difference vs wrong decoder type in v5; related theme, but not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling vs unrelated issue titled 'Unemployment'." + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue ('Unemployment'); no relation." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated issue titled 'Unemployment'." + "reason": "Cache-strategy typo vs unrelated placeholder issue; not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated issue titled 'Unemployment'." + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue; no overlap." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Unrelated issue title vs broad '5.0 breaks models' complaint." + "reason": "Unrelated placeholder issue vs broad 5.0 regression complaint; not the same bug." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure vs unrelated issue titled 'Unemployment'." + "reason": "Python 3.14 load failure vs unrelated placeholder issue; not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights utility crash vs apply_chat_template tool-call crash; different code paths." + "reason": "Tied-weight-key AttributeError vs chat-template crash on tool calls; different APIs and failures." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs tied-weight-key handling crash; unrelated." + "reason": "Missing Llama4Config pad_token_id vs tied-weight-key crash; unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowdown vs missing layer_type_validation import; different failures." + "reason": "Slow from_pretrained checkpoint loading vs missing internal import symbol; different issues." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs tied-weights utility crash; unrelated." + "reason": "StableLmConfig pad_token_idx missing vs tied-weight-key AttributeError; unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request vs processor.save_pretrained missing files; unrelated." + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE vs missing processor save files; not the same bug." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow failure reporting vs slow from_pretrained checkpoint loading; unrelated." + "reason": "MLflow job-status reporting failure vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowdown vs tensor-parallel training bug; different areas." + "reason": "Checkpoint loading slowdown vs tensor-parallel training bug; different code paths." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request vs Qwen3.5 from_pretrained error; different problems." + "reason": "FP8 support request vs a specific Qwen3.5 MoE from_pretrained error; related model family but not one concrete fix." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Loading slowdown vs tokenizer-loading regression; not the same bug." + "reason": "Checkpoint loading slowness vs tokenizer loading regression; different symptoms." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support vs FP8 inference support; both model-support requests, but different changes." + "reason": "Audio-model continuous batching limitation vs FP8 MoE support request; unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init-weights behavior vs RoFormer attention interface use; unrelated model implementations." + "reason": "Mamba init_weights discussion vs RoFormer attention-interface issue; unrelated models and code." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 gating bug; unrelated." + "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 shared-expert gating; different architectures and fixes." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps type hint vs tokenizer regex warning regression; unrelated." + "reason": "Config type-hint correction vs tokenizer regex warning after 4.57.3; unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value issue vs kwargs not passed to loss function; different subsystems." + "reason": "ignore_value not used in Mask2Former vs kwargs not passed to loss calculation; different loss-path bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation vs RoFormer attention interface issue; unrelated." + "reason": "Loss kwargs propagation vs RoFormer attention interface; unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Duplicate of another unrelated pair; Mask2Former bug and tokenizer warning are not the same." + "reason": "Mask2Former ignore_value bug vs tokenizer regex warning; unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value bug vs RoFormer attention interface issue; unrelated." + "reason": "Mask2Former ignore_value bug vs RoFormer attention-interface issue; unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug vs a typo in quantization conversion text; unrelated." + "reason": "Mask2Former loss masking vs a typo in conversion code; no shared bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation vs ModernBERT config type hint; different bug classes." + "reason": "Loss kwargs not forwarded vs an incorrect type hint; different severity and area." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT type hint issue vs quantization-operation typo; unrelated." + "reason": "Config type-hint fix vs a typo fix; unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 RMS norm question vs ModernBERT config type hint; unrelated." + "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint correction; different topics." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value bug vs ModernBERT config type hint; unrelated." + "reason": "Mask2Former runtime bug vs config type-hint issue; unrelated." } ] }, @@ -17523,8 +17635,8 @@ "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": [ @@ -17537,52 +17649,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "008881465cf47e0b388257b1798ada7e63ce2be4de9cf563a1b5f38439267fff", + "prepared_review_unit_hash": "ae0f768cf566c3a8dbf28995f96903652190f4a90143a7319c3d850208a96f51", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2874, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2874, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are unrelated feature requests in different areas (tokenization truncation behavior, learning-rate scheduling, and Wav2Vec2 word timing), so this cluster does not contain a true duplicate set.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue fits the cluster: the items describe distinct problems in different subsystems and do not share a common underlying bug or change.", + "summary": "These three issues are not duplicates: one asks for tokenizer truncation from the beginning, one requests ReduceLROnPlateau-like scheduling behavior, and one asks for Wav2Vec2 word time offsets. The similarity is superficial and based only on generic library/topic overlap.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 10519 is the most concrete, self-contained feature request and the clearest representative anchor, while the other two are about entirely different subsystems and behaviors.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative because the cluster is heterogeneous rather than one duplicated topic.", + "best_issue_reason": "10519 is the best standalone issue because it states a specific, actionable enhancement with clear scope; 11005 and 11307 are unrelated feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different requests: token truncation direction vs extracting word start/end timestamps from Wav2Vec2." + "reason": "Different requests in different areas: truncation behavior vs. Wav2Vec2 word boundary timestamps. No shared bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature areas: tokenizer truncation behavior vs ReduceLROnPlateau-like scheduler functionality." + "reason": "Unrelated feature requests: tokenizer truncation direction vs. learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug/change; one asks for LR scheduler behavior, the other for speech model timing offsets." + "reason": "No common underlying problem; one concerns training schedules, the other speech model word offsets." } ] }, @@ -17601,8 +17713,8 @@ "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": [ @@ -17614,12 +17726,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "fead14730341468058d76ba114dcb561c26a4abe9ccbf4fe4afe8a83323f5d68", + "prepared_review_unit_hash": "f7d1493884a4bc8121cad93c73469cf53d3d7b738c7adf519a63e562d7c8799b", "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 }, @@ -17627,7 +17739,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17636,24 +17748,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not look like duplicates of one underlying bug. Two are about model-loading/auth messaging and one is about tokenization behavior, so the cluster is heterogeneous. The broadest and most central report is the generic model-loading failure in #16618.", - "confidence": 0.82, - "canonical_issue_reason": "#16618 has the broadest, most general symptom (\u201cCan\u2019t load the model for 'bert-base-uncased'\u201d) and the highest discussion activity, making it the best representative issue in this mixed cluster.", + "summary": "This cluster does not look like a true duplicate set. One issue is about TAPAS tokenization mismatching TensorFlow, while the others are about model download/load failures and auth/error messaging. The two model-loading issues are still not specific enough to treat as the same bug.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 16618 is the best anchor only because it is the broadest model-loading report and closest to the soft-similarity links, but it is still not clearly the same underlying bug as the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the strongest standalone issue to keep as the cluster anchor because it describes a concrete loading failure rather than a narrower UI/error-message or tokenization-specific complaint.", + "best_issue_reason": "16618 is the most generally framed and most plausible cluster representative, but the evidence is too weak to call it a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch with TensorFlow code is a different problem from a model-loading failure; they do not appear to share the same underlying bug." + "reason": "Different problem domain: TAPAS tokenization parity vs loading a BERT model. No indication of the same code path or bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about an incorrect error message when downloading a private model without login, while #16618 is a broader inability to load a model; related area, but not the same defect." + "reason": "Both involve model download/load flows, but one is specifically about a private-model auth error message and the other is a generic BERT model load failure; not clearly the same underlying issue." } ] }, @@ -17672,8 +17784,8 @@ "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": [ @@ -17683,12 +17795,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "fccaeca4b4f09c88a9cafa6371f92c81859392691a5d379858b6426ba6bfa139", + "prepared_review_unit_hash": "9598ea7bdca674d7b06e02488adafefa236a5b654f32a1131edbe9dda84bc2f1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17696,7 +17808,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17705,18 +17817,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature-request issues about different capabilities: Flash Attention 2 architecture support vs GGUF architecture support. They share only a broad \u201ccommunity contribution / more architectures\u201d theme, not the same underlying change.", + "summary": "These are two distinct community feature requests, not duplicates: one asks for broader Flash Attention 2 architecture support, the other asks for broader GGUF architecture support. They share a general theme of model-format/kernel support, but the underlying code paths and changes are different.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue: 26350 is about Flash Attention 2 support, while 33260 is about GGUF support; they target different functionality and implementation areas.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 26350 is the better representative only by discussion activity and age, but it should not be treated as covering 33260 because the requested feature is different.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different support targets and code paths (Flash Attention 2 vs GGUF); not the same bug or change, just similarly worded feature requests." + "reason": "Different feature requests with different backends/code paths (Flash Attention 2 vs GGUF); similar broad architecture-support theme is not enough to mark them as the same issue." } ] }, @@ -17735,8 +17847,8 @@ "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": [ @@ -17775,12 +17887,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "ab4f693c23ee1416ec8c6150c93fa790a5a8f941822e232444ad5d074f3968a6", + "prepared_review_unit_hash": "e56cab61e88433d239e98a6d5c070e7bf6323dbdda06bd9b2d48f9dd70f9c44b", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, + "serialized_chars": 13529, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17788,7 +17900,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13531, + "serialized_chars": 13529, "estimated_input_tokens": 3383, "estimated_eval_tokens": 7022 }, @@ -17797,165 +17909,165 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous i18n translation requests and should not be broadly merged. The clear duplicate subgroup is the three identical generic placeholder issues (43834, 44365, 44370). The Thai-titled pair (46222, 46226) is very similar but lacks enough evidence to call an exact duplicate.", - "confidence": 0.76, - "canonical_issue_reason": "43834 is the best canonical for the duplicate placeholder subgroup: it is the earliest of the identical template-style translation issues and matches 44365 and 44370 closely.", + "summary": "This cluster is mostly a theme cluster around docs translation requests, not one true duplicate set. The only strong duplicate-like matches are the generic placeholder-title issues and the identical Thai-titled pair; the concrete language-specific issues (Turkish, Spanish, Romanian) should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43834 is the best representative of the largest near-duplicate subgroup: it is the earliest of the generic placeholder-title translation issues and sits in the most central duplicate-like thread.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the strongest issue representative in the cluster because it anchors the only clearly identical issue subgroup, while the rest of the cluster is mostly distinct language requests.", + "best_issue_reason": "43834 is the most central and earliest issue among the repetitive template-style translation requests, so it is the best canonical issue for this cluster, though not a perfect representative of the language-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs generic placeholder issue; different underlying item." + "reason": "Different language requests; same broad docs-i18n theme, but not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish translation request vs generic placeholder issue; different underlying item." + "reason": "Different language requests; too broad to treat as duplicates." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Concrete Turkish request vs template placeholder issue; not the same request." + "reason": "Turkish-specific request vs generic placeholder translation issue; no evidence they are the same report." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different translation targets: Turkish vs Romanian." + "reason": "Turkish vs Romanian translation requests; distinct issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different translation targets: Turkish vs Spanish." + "reason": "Turkish vs Spanish translation requests; related topic, but not duplicate." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic placeholder issue; not the same underlying item." + "reason": "Spanish-specific request does not match the generic placeholder issue closely enough to confirm duplication." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs generic placeholder issue; not the same underlying item." + "reason": "Spanish-specific request vs generic placeholder translation issue; insufficient evidence of same underlying issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different translation targets: Spanish vs Romanian." + "reason": "Spanish vs Romanian translation requests are separate." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request vs generic placeholder issue; not the same underlying item." + "reason": "Spanish-specific request vs generic placeholder translation issue; not the same concrete issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic placeholder issue; not the same underlying item." + "reason": "Romanian issue is concrete, while the other is a generic placeholder translation request; too ambiguous to merge." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs generic placeholder issue; not the same underlying item." + "reason": "Romanian issue is concrete, while the other is a generic placeholder translation request; not enough to conclude duplication." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs generic placeholder issue; not the same underlying item." + "reason": "Romanian-specific request vs generic placeholder issue; same theme only." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different request text/language; not enough evidence these are the same issue." + "reason": "Romanian translation request and Thai-titled issue do not appear to be the same report." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different request text/language; not enough evidence these are the same issue." + "reason": "Romanian translation request and Thai-titled issue do not appear to be the same report." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical generic placeholder translation issue; same underlying template content." + "reason": "Same generic placeholder translation title and near-identical body length; looks like the same duplicated issue template." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical generic placeholder translation issue; same underlying template content." + "reason": "Same generic placeholder translation title and near-identical body length; likely duplicate reports." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + "reason": "Different titles and likely different underlying requests; too little evidence they are the same issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + "reason": "Different titles and likely different underlying requests; not enough to merge." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical generic placeholder translation issue; same underlying template content." + "reason": "Same placeholder translation issue pattern with essentially identical content; safe duplicate merge." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + "reason": "Generic placeholder translation issue vs Thai-titled issue; no clear same underlying report." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + "reason": "Generic placeholder translation issue vs Thai-titled issue; not the same concrete issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + "reason": "Generic placeholder translation issue vs Thai-titled issue; same broad topic only." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + "reason": "Generic placeholder translation issue vs Thai-titled issue; not enough evidence of duplication." }, { "left": "issue:46222", "right": "issue:46226", - "accept": false, - "reason": "Very similar Thai-titled issues, but only titles/body length align; differing state/discussion/inbound-ref signals make this a likely duplicate, not an exact one." + "accept": true, + "reason": "Identical Thai title and matching body size; this looks like a straight duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict overstates the evidence: issue:46222 vs issue:46226 is labeled an \"exact duplicate\" with \"matching metadata,\" yet the packet only shows identical titles and similar body lengths, while state/discussion/inbound-ref metadata differ. Please keep that pair as a conservative likely-duplicate rather than an exact duplicate unless there is stronger evidence." + "accept": true, + "feedback": "The summary is grounded in the packet: the generic placeholder-title issues form a clearly tighter near-duplicate subgroup, and the Thai-titled pair is identical by title with matching body size. The language-specific Turkish/Spanish/Romanian issues are reasonably kept separate given only soft similarity and distinct titles. The canonical choice of 43834 as the earliest issue in the largest tight subgroup is conservative and supported by the timestamps." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17968,8 +18080,8 @@ "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-36817-16", "nodes": [ @@ -18028,232 +18140,238 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "5c6020e04e3f2015965c0f93c98dc71b650a92ca094d1eca8856e84f3146ea64", + "prepared_review_unit_hash": "772285bbeb3bdd0fe4fb9e6a81fdf45a2d21f8f01885f629e5801937f455eae2", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21662, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21662, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose thematic set of model-addition requests, not true duplicates; the apparent similarity is mostly from generic \u201cAdd model\u201d wording rather than the same underlying bug or change.", - "confidence": 0.69, - "canonical_issue_reason": "No single issue is a true duplicate hub here; if one must be chosen, issue 42738 is the broadest umbrella request (a model-family level request) among otherwise very specific model additions.", + "summary": "This cluster is over-broad: the issues are mostly separate model-add requests across different model families and modalities, so they should not be deduped together.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate stands out here; these are distinct model-request issues spanning unrelated families. If a representative issue is needed, the broadest BERT-family request is 42738, but it should not absorb the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42738 is the best representative of the cluster because it is the least model-specific and most likely to subsume related BERT-like additions, though the cluster is still too heterogeneous for a real canonical duplicate.", + "best_issue_reason": "42738 is the broadest representative of the BERT-like subgroup, but there is no single issue that cleanly serves as a dedupe anchor for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families; no single implementation or code path would plausibly resolve both." + "reason": "Different model families and different support paths; not the same underlying change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model requests." + "reason": "EuroBert config support vs Qwen3 TTS support are unrelated requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Both are model requests, but for different architectures (EuroBert vs RF-DETR)." + "reason": "Different models and domains; this is just generic 'add model' similarity." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct models with different integration work." + "reason": "Both are model additions, but RF-DETR and DEIMv2 are distinct architectures and requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Detection model request vs audio model request; not the same change." + "reason": "Detection model support vs audio model support; clearly different code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer support are different code paths and model classes." + "reason": "RF-DETR and weight-sparse transformer are unrelated model requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model integrations." + "reason": "Different modalities and models; not the same bug or feature." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different modalities and implementation targets." + "reason": "RF-DETR support and Qwen3 TTS support are unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and changes." + "reason": "NeoBERT and Qwen3 ASR are unrelated model families." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and sparse-transformer support are not the same concrete change." + "reason": "A BERT variant request and a sparse-transformer request are not the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + "reason": "NeoBERT config support vs LFM2.5 audio support are different requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model architectures with no shared fix." + "reason": "Different model families entirely; only the wording is similar." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model integrations, not one duplicate request." + "reason": "Both are BERT-like, but they target different concrete model families and implementations." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-path changes." + "reason": "MiniCPM3 support and Qwen3 ASR support are different model changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer support are distinct model integrations." + "reason": "MiniCPM3 architecture support is unrelated to the weight-sparse transformer request." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different requested models." + "reason": "Different model families; not a duplicate." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are unrelated model requests." + "reason": "MiniCPM3 and Voxtral TTS are different models and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model families." + "reason": "DEIMv2 and Qwen3 TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model integrations." + "reason": "ModernVBERT and Qwen3 ASR are unrelated requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are distinct model requests." + "reason": "ModernVBERT models and Qwen3 TTS are different families and tasks." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; 42738 is a broader BERT-like family request, so they are not the same duplicate." + "reason": "Both are BERT-related, but one is a generic RoPE discussion and the other is a specific model support request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated changes." + "reason": "A BERT-like architecture request and a TTS model support request are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS support and ASR support are different concrete model integrations." + "reason": "TTS and ASR support for Qwen3 are related by theme but are distinct model/code-path requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models and would not merge into one PR." + "reason": "Different TTS model families and implementation work." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and requests." + "reason": "Audio model support vs OCR model support are not the same change." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and sparse-transformer support are unrelated code-path changes." + "reason": "Qwen3 TTS and weight-sparse transformer are unrelated." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + "reason": "Both are audio-related, but they request different models and likely different support code." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests, not one bug." + "reason": "ASR and audio model support are different feature requests." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "ASR support and EUPE vision-language encoder support are unrelated." + "reason": "Qwen3 ASR and the sparse transformer request are unrelated." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", + "accept": false, + "reason": "Different audio models and different support paths." + }, + { + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and sparse-transformer support do not share the same implementation target." + "reason": "ASR support and EUPE are unrelated model requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer support and EUPE encoder support are different concrete changes." + "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are distinct audio-model integrations." + "reason": "Qwen3 ASR and DeepSeek-OCR2 are different modalities and code paths." }, { "left": "issue:37015", @@ -18261,17 +18379,11 @@ "accept": false, "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, - { - "left": "issue:43837", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." - }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests with different implementations." + "reason": "Different vision-language models; same broad area, but not the same underlying change." } ] }, @@ -18290,8 +18402,8 @@ "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": [ @@ -18301,12 +18413,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "0108cae92e3220b29f037b9456abda398baf09eec665836ca99e667de2295c8e", + "prepared_review_unit_hash": "50129d8af709bc08c4e2b74749221baa1a78d1e8ac67975513bd2bbba8c72ea1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18314,7 +18426,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18323,18 +18435,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, the other is a vision RoPE refactor. The soft similarity signal is too weak to indicate a duplicate or same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor affecting implementation/code structure.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46443 is the better canonical issue because it names a concrete code change area ('Vision RoPE refactor') rather than a documentation/catalog update.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:46443` is the more concrete technical issue, but it is not a duplicate of the docs request and should not be treated as the same cluster representative.", + "best_issue_reason": "Issue 46443 is the strongest issue to keep as the representative thread: it is code-focused and describes an actual refactor target, unlike the docs-only request in 38740.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and failure modes: documentation framework listing vs. vision RoPE refactor. No shared filenames, targets, or evidence of the same underlying bug/change." + "reason": "Different underlying work: 38740 is a docs addition request, while 46443 is a model implementation refactor. They do not describe the same bug or change path." } ] }, @@ -18353,8 +18465,8 @@ "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": [ @@ -18364,7 +18476,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "a7f0edabd161ece5899e055b18745c38f680fa397db1e728d3bc176158edba4a", + "prepared_review_unit_hash": "1feca7771f5d833dc59201258a3964ffc4069adadab06d823e8533dd6740185d", "component_budget": { "node_count": 2, "item_count": 2, @@ -18386,18 +18498,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is about set block decoding, the other about DeepSeek v3.2 support. There is no evidence they describe the same bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues do not appear to be duplicates: one is about set block decoding, the other about adding DeepSeek v3.2 support. They target different user-facing problems and there is no shared issue target or code/file evidence linking them.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43037 is the more concrete and actionable request because it names a specific model/version support need, whereas #41084 is a broader implementation topic.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43037 is the best representative for the cluster only because it is the clearest standalone feature request; however, the items are not duplicates and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different workstreams; no shared files, targets, or explicit linkage, so this is not the same underlying issue." + "reason": "Reject: the titles describe different concerns (block decoding vs DeepSeek v3.2 support), with no shared targets, filenames, or code-path evidence suggesting the same underlying bug/change." } ] }, @@ -18416,8 +18528,8 @@ "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": [ @@ -18427,7 +18539,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "10bf91a436fe1f785e56da95270723cb60119902605b0d2a791e8f25f72cf032", + "prepared_review_unit_hash": "0e56013ed9e16d7e5fdb609079bdcdf174adcddfa904fff64b8655dd81a39b47", "component_budget": { "node_count": 2, "item_count": 2, @@ -18449,18 +18561,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Trainer customizability complaints, but they address different behaviors: one about `remove_unused_column`, the other about FLOPs estimation for custom trainers. Not the same underlying bug/report.", - "confidence": 0.86, - "canonical_issue_reason": "#43598 is the broader and more central Trainer customizability issue, so it works better as the representative issue for this cluster.", + "summary": "The two closed issues are both about custom trainers, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation. They are related at the subsystem level, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the best issue candidate because it focuses on a core Trainer behavior change and is more likely to subsume adjacent custom-trainer concerns.", + "best_issue_reason": "Issue 43598 is the more direct and concrete trainer-behavior issue; issue 43600 is a separate FLOPS-accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers/Trainer extensibility, but one is about column removal logic and the other is about FLOPs estimation. Different code paths and different fixes." + "reason": "Shared trainer/custom-trainer context only; the titles point to different code paths and user-visible problems, so they are not duplicates." } ] }, @@ -18479,8 +18591,8 @@ "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": [ @@ -18490,12 +18602,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "39a85ae660d040688bc4c2265b73de8e0600e97b61d0d51289699174aa3a6e6a", + "prepared_review_unit_hash": "a028cf060570c4f8bce9cfe494f63e5944db165a912c75d5d07b8a8cd226c32d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18503,7 +18615,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18512,18 +18624,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues 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-class code paths.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are two different model-support requests in the Qwen family: one for Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration, and one for Qwen3.5 AutoModelForSequenceClassification support. They touch related areas but do not describe the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is broader and more central: it requests missing AutoModel registration for Qwen3-Omni, which is a foundational model-loading gap rather than a single task-head addition.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader registry/support request, but it is still a different change from 44405 and should not be treated as the same canonical bug/change.", + "best_issue_reason": "Issue 43684 is the best representative of the cluster because it is the more general model-registration request and is closer to a core compatibility fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different auto-class targets (ConditionalGeneration registration vs SequenceClassification support), so they do not describe the same underlying change." + "reason": "Different concrete requests: one adds Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other adds sequence-classification support for Qwen3.5. They are related by model family but not the same underlying change." } ] }, @@ -18542,8 +18654,8 @@ "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": [ @@ -18560,79 +18672,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "92cbcee886521af98b0c240bc8de3b29873f4d87d070fc49c61c4d3bfdaad674", + "prepared_review_unit_hash": "217c7b4a31edc7e47c1c9df2ff5e3cdb4e39f03d236e69a1a9c9a6c517d267f0", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues 43845, 43846, and 43859 all share the same very short title text \"huggingface \", with no extra linking detail visible in the packet, so they are plausible duplicates; 43835 (\r\"Fett\") looks unrelated.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43845 is the earliest of the three near-identical \"huggingface \" reports and is the best representative for that small duplicate cluster.", + "summary": "Three issues share the exact same title, \"huggingface \", and were opened within about 24 hours of each other, so they look like likely duplicates. Issue 43835, \"Fett\", does not look related.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the best canonical candidate because it is the earliest of the near-identical \"huggingface \" issues, making it a reasonable representative for the duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the strongest issue representative because it is earliest among the matching \"huggingface \" reports and has the same sparse signal as the others.", + "best_issue_reason": "43845 is the strongest representative issue for the cluster of near-identical reports; 43835 appears unrelated and should not be used as canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no visible body details connect \"Fett\" to the \"huggingface \" reports." + "reason": "Different titles and no supporting body/details tying them to the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no visible evidence suggest the same underlying issue." + "reason": "Different titles and no supporting body/details tying them to the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" does not match the repeated \"huggingface \" title cluster." + "reason": "Different titles and no supporting body/details tying them to the same bug." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title text and similarly sparse reports; this is a plausible duplicate pair." + "reason": "Exact same title and close creation time; they look like the same issue report." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title text and both are very short reports, so they likely describe the same issue." + "reason": "Exact same title and similar timing strongly suggest a duplicate report of the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title text and similarly sparse reports; likely the same underlying issue." + "reason": "Exact same title and similar timing strongly suggest a duplicate report of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The result is not fully grounded in the packet. The packet only shows that 43845/43846/43859 share the same title text ('huggingface ') and have small body lengths; it does not expose the bodies, so the claim of an 'exact same title/body pattern' is overstated. Also 43859 has a different body length from the other two, so 'same minimal report' is stronger than the evidence supports. The pairwise duplicates are plausible, but the summary and reasons should stay more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 share the exact same title and were created close together, while 43835 has a different title and weaker similarity. The canonical choice of 43845 as the earliest among the near-identical huggingface reports is reasonable. The soft-edge verdicts are conservative and consistent with the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18645,8 +18757,8 @@ "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": [ @@ -18667,7 +18779,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "37373ab4537b9e2fa74555cf5eb4341186e64a7171a3f41aba9f311f325a501f", + "prepared_review_unit_hash": "fc3fc4f3a86a3c6dd85d0139f9f55fa3fd413974558bb6c36edeeb0ddb0ed71b", "component_budget": { "node_count": 5, "item_count": 5, @@ -18689,66 +18801,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items do not look like one duplicate cluster; they are mostly spam/placeholder issues with unrelated titles and no shared concrete bug or feature.", + "summary": "These items do not look like a real duplicate cluster: three are generic spam placeholders, one is a vague documentation suggestion, and one is an unrelated \"Google LLC\" post. There is no evidence of a shared underlying bug or change.", "confidence": 0.94, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:44371 is the most generic placeholder entry, but there is no substantive shared problem to justify a true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a good canonical representative because the titles point to unrelated content; 44371 is only the least-specific placeholder.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." + "reason": "Both are spam-like placeholders, but there is no concrete shared bug or request to treat as duplicates." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "The titles are similarly spammy, but no concrete shared problem is described." + "reason": "Both are spam-like placeholders, but the threads provide no shared underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation request; these are not the same issue." + "reason": "One is spam and the other is a documentation suggestion; not the same request." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a Google LLC title do not indicate the same bug or change." + "reason": "Generic spam placeholder versus an unrelated \"Google LLC\" post; no duplicate signal." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation enhancement versus spam placeholder; no shared underlying report." + "reason": "Documentation enhancement and spam placeholder are unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "These do not appear to target the same concrete problem." + "reason": "Documentation enhancement and spam placeholder are unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but that alone is not enough to treat them as duplicates." + "reason": "Both are spam-like placeholders, but the available text does not indicate the same underlying report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No common issue description or target is present." + "reason": "Spam placeholder versus unrelated named post; no shared concrete issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The items have unrelated titles and no shared concrete bug/change." + "reason": "Spam placeholder versus unrelated named post; no shared concrete issue." } ] }, @@ -18767,8 +18879,8 @@ "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": [ @@ -18778,7 +18890,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f45ed4281cd1b4a38c42f8690e49db8c232003090e4677350456987b61177d68", + "prepared_review_unit_hash": "5a3ecb62f388a7c5d4192b57cd3c2ef359f2e2a1e1e77f6a6040cc985e7f58af", "component_budget": { "node_count": 2, "item_count": 2, @@ -18800,28 +18912,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues share the exact same title and have similar text lengths with a soft similarity signal, so they are likely related and may be duplicates. #45145 is the better canonical issue because it was opened first and has an inbound reference.", - "confidence": 0.82, - "canonical_issue_reason": "#45145 is the best canonical issue because it is the earlier report and has an inbound reference; the matching title and soft similarity suggest it is the likely duplicate target, though the evidence is not strong enough to claim the descriptions are identical.", + "summary": "These two issues are near-duplicates: same title, same energy-reduction proposal, and highly similar bodies. Issue #45145 is the better canonical choice because it was opened earlier and has the only inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is earlier and has more inbound references, so it is the best canonical representative for this duplicate issue pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest single issue to keep since it is earlier, has the same title as #45151, and has more reference signal.", + "best_issue_reason": "#45145 is the strongest standalone issue: it appears first chronologically and is the only one with inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The pair has the same title and a soft similarity signal, but the packet does not provide enough direct evidence to confirm they are the same underlying issue; keep this as a tentative possible duplicate rather than an accepted merge." + "accept": true, + "reason": "Same title and essentially the same proposed energy-reduction work; the bodies are highly similar, so this looks like the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical choice (#45145) is grounded by the earlier timestamp and inbound reference, but the writeup overstates the evidence for duplication. The packet only shows identical titles, similar body lengths, and a soft_similarity signal; it does not directly support \"near-identical descriptions\" or a definitive duplicate conclusion. Please soften the wording and keep the soft-edge verdict tentative/conservative." + "accept": true, + "feedback": "The summary is grounded in the packet: the issues have identical titles, similar body lengths, and soft-similarity evidence, while #45145 is earlier and has the only inbound reference. The soft-edge verdict is appropriately cautious given the available evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18887,8 +18999,8 @@ "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": [ @@ -18898,7 +19010,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "c03afb5f12c274b1ec36dcd4eaf4ad370e7b4fdd84f4a1c6ddd8ab01e17b5e88", + "prepared_review_unit_hash": "be5fb7372eabd2056bcc5bb9a65d6b28b6dfe619bd4d09a04ca013ac06846ba0", "component_budget": { "node_count": 2, "item_count": 2, @@ -18920,18 +19032,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig regression around llm_int8_skip_modules clearing the default lm_head exclusion.", + "summary": "These two closed issues are both 4-bit inference failures, but they point to different root causes and error modes, so they should not be treated as duplicates.", "confidence": 0.94, - "canonical_issue_reason": "issue #45674 is the clearer, more general tracker: it describes a concrete BitsAndBytesConfig regression with a specific config-triggered 4-bit assertion failure.", + "canonical_issue_reason": "No single canonical issue: #45672 is a torch.finfo(uint8) failure in Gemma4 audio modules, while #45674 is a BitsAndBytesConfig regression where llm_int8_skip_modules clears the default lm_head exclusion and triggers an AssertionError.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the best single issue to keep because it names the exact code-path regression and is likely applicable across models, while #45672 is model/module-specific and a different symptom.", + "best_issue_reason": "No global best issue for deduplication here; the reports describe separate bugs rather than one underlying code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: different underlying bugs. #45672 is a Gemma4/audio-module torch.finfo(uint8) TypeError; #45674 is a skip-module handling bug in BitsAndBytesConfig that removes the default lm_head exclusion and causes an assertion in 4-bit inference." + "reason": "Different symptoms and causes: a uint8/torch.finfo TypeError in audio modules versus a bitsandbytes skip-modules exclusion regression causing AssertionError. Same broad 4-bit inference area, but not the same bug." } ] }, @@ -18950,8 +19062,8 @@ "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": [ @@ -18961,7 +19073,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "40ff660514dbf1fcffa36f4577dab59ccdb8f5cc27ac7c8fbc403cf35142f7ce", + "prepared_review_unit_hash": "1f20155882f30dcfd83e131203537c31a5874daa12fdc6574fac571e50c2054e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18983,18 +19095,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only personal-name/date titles and no bodies, links, files, or shared targets. They do not appear to describe the same underlying bug or change, so this is not a duplicate cluster.", - "confidence": 0.98, + "summary": "These two issues are unrelated empty placeholder reports naming different people and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a canonical duplicate target; the two issues appear unrelated and contain no actionable problem description.", + "best_issue_reason": "If forced to pick one, issue 45762 is slightly earlier, but neither issue is a meaningful canonical representative because both are empty and non-technical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial similarity in title structure; no evidence they refer to the same bug, request, or code path." + "reason": "Different subjects entirely: different names and dates, with no body text, shared target, or technical overlap indicating the same underlying issue." } ] }, @@ -19013,8 +19125,8 @@ "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": [ @@ -19024,40 +19136,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "988c94625d2233a4024e74ba552f1d48b4ea70c0a805cd2c17fd05689e780fb7", + "prepared_review_unit_hash": "21a9f34241745c31049e7975a1512a767d32e3ca001973b440d52305015792ca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "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": "Two closed issues with unrelated personal-name/date titles and no bodies or technical content; they do not look like duplicates or the same underlying bug/change.", + "summary": "Two closed issues with only person-name/date titles and no body or links; they do not appear to describe the same bug or feature request.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical candidate; both look like unrelated placeholder/personal-name entries rather than substantive issue reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Same superficial pattern (name + date) but different names and dates, with no shared technical context or issue description; not the same underlying issue." + "reason": "Titles refer to different names and dates, with no body, links, or shared technical context indicating the same underlying issue." } ] }, @@ -19076,8 +19188,8 @@ "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": [ @@ -19087,7 +19199,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "13268bee1891282f21b24587650e3b0c1540893244c57d621014291eb19a506f", + "prepared_review_unit_hash": "623d79b46e7e3bc7a05e345cbd2f9c622cae28558a9b5856e62e430f18874313", "component_budget": { "node_count": 2, "item_count": 2, @@ -19109,18 +19221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open issues are unrelated: one requests a Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one requests a new token-classification model class, the other asks for FP8 training support. I do not see a duplicate relationship.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and descriptions point to different feature requests in different parts of the stack.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45810 is the more concrete, self-contained feature request; 46295 is a broader training capability request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests in different areas of the library: model architecture support vs training precision support. No shared code path or concrete overlap." + "reason": "Different underlying changes: adding Qwen3_5ForTokenClassification vs enabling FP8 training support." } ] }, @@ -19139,8 +19251,8 @@ "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": [ @@ -19160,12 +19272,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "580363a4339256b050814085178c07487041f1519b499c357967a3b6fa7dfaf0", + "prepared_review_unit_hash": "d6ada40d5095aa0ffae55b8b5a070aebb1fd1fa98a3d60e9e703a06a8ff25301", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19173,7 +19285,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19182,66 +19294,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by finance/DataForge wording and looks like a separate dataset-promo request, not the same underlying issue.", - "confidence": 0.89, - "canonical_issue_reason": "45872 is the strongest canonical issue choice: it has the more concrete, substantive title/body and an exact duplicate in 45873, making it the best representative of the real feature/request in this cluster.", + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related only by topic and is not the same underlying request. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the earliest member of the exact duplicate pair 45870/45871, with identical title/body content, so it is the cleanest canonical issue representative.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best overall issue to keep because it is the most specific and informative representative of the substantive financial-time-series/scraping-service request.", + "best_issue_reason": "45870 is the strongest overall representative: it is an exact duplicate match with 45871 and predates the other duplicate pair, while the remaining issue is a different topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related finance/DataForge theme, but the dataset bundle promo and the example prediction issue are different requests, not the same underlying issue." + "reason": "Different requests: a financial dataset bundle offer vs an example/tutorial about financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above: broad topical overlap only; this is not a duplicate of the example prediction issue." + "reason": "Different requests: dataset bundle offer vs example/tutorial issue; only broad finance overlap." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate pair: same title and same body length, so they clearly describe the same issue." + "reason": "Exact duplicate: same title and same apparent content, clearly the same underlying issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different concrete requests: one is a prediction example, the other is a time-series + scraping-service request." + "reason": "Related finance/DataForge theme, but one is a prediction example while the other adds scraping service; not the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Broad overlap only through DataForge/finance wording; the requested change is different." + "reason": "Related theme only; the described scope differs from the prediction example and is not the same underlying request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same as 45870/45872: same general domain, but not the same issue or fix." + "reason": "Same broad topic, but different concrete issue text and scope." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete request; no indication these should be merged." + "reason": "Same broad topic, but not the same underlying issue/change." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate pair: identical title and body length, so they appear to be the same issue." + "reason": "Exact duplicate: identical title and content indicate the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only strong duplicate signals are the two identical-title/identical-body-length pairs (45870/45871 and 45872/45873), while 45869 is treated as merely related rather than duplicated. The soft-edge verdicts stay conservative overall and do not overreach beyond the available metadata." + "feedback": "The summary is well grounded in the packet. The duplicate pairs 45870/45871 and 45872/45873 are supported by identical titles, equal body lengths, and jaccard 1.0, while 45869 is only loosely related by topic. The soft-edge verdicts are conservative, and the lack of PRs is correctly noted." }, "evaluator_used": true, "retried": false, @@ -19257,8 +19369,8 @@ "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": [ @@ -19268,40 +19380,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "12614fbf5813952556cce69a84a8498a736aa5ebd90d7221162fedc048821531", + "prepared_review_unit_hash": "c53b42dc0f6dcf459aae6651a20c1185381f9a8980589266286a79bd98f77bf7", "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 failures around linear-attention/Qwen3.5, but the reported symptoms differ enough that I would not treat them as the same bug from titles alone.", + "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they describe different concrete failures: one is shape corruption during `early_initialization`, the other is a `KeyError` in Qwen3.5. I would not treat them as the same bug without stronger evidence.", "confidence": 0.68, - "canonical_issue_reason": "Issue 46439 is the broader, more general report: it names the static-cache early-initialization path and the linear-attention shape corruption, which could explain downstream crashes.", + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it names the broader/root-looking static-cache `early_initialization` corruption and its effect on linear-attention shapes, which is more likely to subsume related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative of the cluster because it describes the underlying static-cache/linear-attention failure mode in a model-agnostic way.", + "best_issue_reason": "Issue 46439 is the best issue to represent this cluster because it is the more general, code-path-oriented report rather than a specific model-facing crash symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both mention static cache and linear-attention, but 46439 is a shape-corruption RuntimeError in early initialization while 46441 is a Qwen3.5 KeyError for a missing 'linear_attention' entry. Those look like related subsystem failures, not clearly the same underlying bug." + "reason": "Shared subsystem only. 46439 reports wrong-shape corruption in `early_initialization`; 46441 reports a `KeyError: 'linear_attention'` on Qwen3.5. These could be related, but they are not clearly the same underlying bug." } ] }, @@ -19320,8 +19432,8 @@ "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": [ @@ -19331,7 +19443,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "a7f1ce28c89d54750fc5ff42444ddd1d0c9f13809a888f6aaa9721f5f24b1866", + "prepared_review_unit_hash": "ae4b9fd0b57f1b0a98e8a8b4ab412150cd7bbdd8d7c7cf37c9f8a8a2ff29b39d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19353,24 +19465,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have identical titles, the same body length, and were filed minutes apart; the open issue #46552 also has inbound references, so it appears to be the active duplicate / same report. We can\u2019t verify the full descriptions from the packet alone, so the match is best treated as likely rather than certain.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #46552 is the open report and has inbound references, so it is the better canonical issue for this likely duplicate pair.", + "summary": "The two issues are very likely duplicates: they have identical titles, the same body length, and a perfect similarity signal. The open issue is the best canonical target because it is active and already has inbound references.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46552 is the better canonical issue: it is the active report, remains open, and already has inbound references, so it is the best place to track the bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue representative because it appears to be the active tracking item for this likely duplicate report.", + "best_issue_reason": "#46552 is the best issue overall because it is the active copy of the report and can continue to collect discussion and fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, matching body length, and near-simultaneous filing strongly suggest the same underlying issue; the open issue #46552 is the better tracked copy." + "reason": "Likely duplicate issues for the same reported bug: identical title, matching metadata, and perfect similarity strongly indicate the same Wav2Vec2CTCTokenizer regression, though the record does not explicitly prove the full bodies are identical." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pairing is plausible, but the write-up overstates what the packet proves. We can ground: identical titles, identical body length, and one issue is open with inbound references while the other is closed. We cannot directly verify that the full bug descriptions are the same or that the only difference is issue state. Please soften the wording to something like \u201cappears to be a duplicate / likely same report\u201d and avoid asserting identical descriptions without body content." + "feedback": "The canonical-issue choice is well supported, but the duplicate verdict is a bit too strong for the evidence shown. The packet confirms identical titles and very high similarity, but it does not explicitly prove the bodies are identical, so wording like \"same exact bug report\" / \"matching description\" overstates the record. A more conservative phrasing would be \"likely duplicate\" or \"same reported bug.\"" }, "evaluator_used": true, "retried": true, @@ -19427,12 +19539,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "f846fcff85c8fbfb87e1d3703c9076d5f5129010b78bd34b52048fedbe7ff17b", + "prepared_review_unit_hash": "5fa7e3e44d639543bd1ffaa95ac7897de52d35b41bfc9e43d04cb440883ce49d", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38087, + "serialized_chars": 38086, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19440,7 +19552,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38087, + "serialized_chars": 38086, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19449,133 +19561,136 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated model additions, tokenizer/processor tweaks, loss/refactor fixes, docs, and test-only changes. No pair looks like the same underlying bug or change.", - "confidence": 0.98, + "summary": "The cluster is mostly a loose pile of unrelated PRs that only share broad Transformer-maintenance similarity. The only true duplicate-like pair is the two fixed_cross_entropy kwargs patches, which both change the same loss utility to forward weight/label_smoothing to nn.functional.cross_entropy.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a clean cluster-wide canonical representative because the set is heterogeneous; the only genuine overlap is the fixed_cross_entropy kwargs fix, where PR 43251 is the clearer representative due to its explicit issue target and precise description.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the most self-contained and issue-backed change in the set, with a narrow fix to `fixed_cross_entropy` tied to an explicit issue target.", + "best_pr_reason": "PR 43251 is the best representative of the only real duplicate pair: it directly targets issue 43240 and implements the same cross-entropy kwargs forwarding fix as 43254, with slightly clearer intent.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "One adds VideoPrism end-to-end; the other adds an Executorch dynamic-shapes test. Different models and different code paths." + "reason": "Unrelated changes: VideoPrism model/docs addition vs executorch dynamic-shape export test. Same generic testing/modeling theme, but not the same bug or mergeable change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions are unrelated to Executorch export testing." + "reason": "Mistral tokenizer missing methods vs executorch export tests are different code paths and fixes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer missing-method fixes are unrelated to adding MobileLLM model support." + "reason": "Tokenizer API addition for MistralCommon is unrelated to adding the MobileLLM model." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes for existing models do not match a new MobileLLM model implementation." + "reason": "Processor auto-loading robustness changes are not the same as introducing a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs plumbing is unrelated to adding a new model architecture." + "reason": "Cross-entropy kwargs forwarding fix and MobileLLM model addition are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs handling is unrelated to Mistral4 test fixes and model wiring." + "reason": "Both touch different code paths in the same repo area, but one fixes loss kwargs handling while the other is Mistral4 test/model wiring." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic export tests are unrelated to Mistral4 model/test fixes." + "reason": "Executorch dynamic-shape export test and Mistral4 model/test fixes are not the same underlying issue." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability tests and MobileLLM model addition are different changes." + "reason": "Executorch exportability tests do not match the MobileLLM model-addition PR." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM is unrelated to fixing config-resolution order in `modeling_utils`." + "reason": "New MobileLLM model support is unrelated to config resolution order fixes in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "A new model implementation is unrelated to Falcon output-interface refactoring." + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model areas and different code-path problems." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-capture refactoring is unrelated to the model-creation skill workflow." + "reason": "Falcon model refactor is unrelated to the draft model-creation skill/docs PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output changes are unrelated to Mistral4 test/model fixes." + "reason": "Falcon standardized output collection refactor and Mistral4 test fixes are distinct changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes and `layrnorm` renaming are separate model families and separate bugs." + "reason": "Mistral4 tests/model wiring vs layrnorm->layernorm renaming for CLIP-like conversion are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model fixes do not overlap with chat response parsing updates." + "reason": "Mistral4 test/model updates are unrelated to chat response parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 changes are unrelated to adding the TDT loss kernel integration." + "reason": "Mistral4 fixes and TDT loss kernel integration are different subsystems and changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the `cls.config` resolution-order fix." + "reason": "Mistral4 test fixes do not match the modeling_utils config-resolution order fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and the model-creation skill are clearly different kinds of changes; no shared bug or mergeable code path." + "reason": "Mistral4 PR is a code fix; the model-creation skill PR is draft docs/tooling and not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + "reason": "MobileLLM model addition and the draft model-creation skill/docs PR are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", - "accept": false, - "reason": "Both touch `fixed_cross_entropy`, but they are different implementations of the same area rather than the same exact change; they are not mergeable as one identical fix." + "accept": true, + "reason": "Both PRs patch the same function, fixed_cross_entropy, to forward the same supported kwargs (weight and label_smoothing) into nn.functional.cross_entropy; they fix the same concrete bug and are mergeable as one change." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, PR 43251 and PR 43254, is clearly the same loss utility fix in the same file with the same issue target, so mergeable as one bugfix. The rejected soft-edge verdicts are also cautious and supported by the diffs; no evidence of overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19598,12 +19713,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "cc9a5ff2e60ac26649c52a8261ce5fbf6da42bcfa86d55077d82565978ec9bbc", + "prepared_review_unit_hash": "c794965e6cf9d110294d5c0071e8d261252f2d04d5f97b7e4788f080b2207703", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -19611,7 +19726,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -19620,18 +19735,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same VibeVoice family: #40546 is the base model implementation, while #42781 adds a realtime variant plus the acoustic tokenizer. They overlap heavily in files, but they are not the same concrete change.", + "summary": "These are related VibeVoice pull requests, but they are not duplicates: PR 40546 is the base VibeVoice model integration, while PR 42781 adds a separate Realtime path plus acoustic-tokenizer work. The overlap in filenames is mostly shared model plumbing, not the same concrete fix/change.", "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the foundational VibeVoice implementation and the clearest single representative of the cluster; #42781 looks like a later extension built on top of it.", + "canonical_pr_reason": "PR 40546 is the cleaner canonical representative of the cluster because it is the foundational VibeVoice implementation with broader review activity and appears to establish the core integration rather than a specialized follow-on.", "best_issue_reason": null, - "best_pr_reason": "#40546 best captures the core underlying feature work (initial VibeVoice support) and has the most discussion/review activity.", + "best_pr_reason": "PR 40546 is the best single representative for the cluster because it covers the main VibeVoice addition end-to-end; PR 42781 is narrower and extends into Realtime/acoustic-tokenizer functionality, so it is not the best stand-in for the shared topic.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: despite shared VibeVoice files, #40546 implements the base model while #42781 adds a realtime/acoustic-tokenizer extension; they are related but not the same mergeable code-path change." + "reason": "Reject: despite shared VibeVoice files, 42781 is not the same change as 40546. It adds Realtime and acoustic-tokenizer support, so the PRs target different concrete code paths and are not safely mergeable as one duplicate change." } ] }, @@ -19661,7 +19776,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "59446da02fc7d9f727d3161f6de5f24be2b3c062b33514d408ca17f89c22bcb0", + "prepared_review_unit_hash": "a82418ac00f825bf43b5a5734b45b9eec445a4f914947a4ac159d51b67d8197d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19683,18 +19798,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one adds covariate forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They touch different model families, code paths, and user-facing features, so they are not duplicates.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs address distinct features in different models and should not be merged as one change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global representative of the cluster because there is no duplicate relationship; if forced to pick a standalone artifact, 41224 is slightly more mature (more review activity), but it is not comparable to 40755.", + "best_pr_reason": "No clear duplicate canonical PR exists; if one must be retained as the best representative, PR #41224 is the more focused, review-heavy model-support addition, but it is still not a duplicate of #40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different changes: TimesFM covariate forecasting vs DINOv3ViT image classification support. They do not fix the same code-path problem and could not plausibly be merged into one PR." + "reason": "Different underlying changes and code paths: #40755 adds TimesFM forecasting with external covariates, while #41224 adds DINOv3 image classification support. They do not fix the same bug or implement the same feature." } ] }, @@ -19789,12 +19904,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "06ee4da9ac4e5962593cd8f4d80a62267f65161de2eb6db14f5c8034ebb0d0be", + "prepared_review_unit_hash": "5bcf3c69fb127df9dc821b078eadf3827a432236bbd86281e4f34c6f5777cdc3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19802,7 +19917,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19811,24 +19926,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6) that share framework boilerplate but target different models, docs, and codepaths. They are not duplicates of the same underlying change.", - "confidence": 0.95, + "summary": "These are three separate model-addition PRs that share framework boilerplate (docs, auto mappings, registry updates) but implement different models and code paths. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is a reasonable cluster representative because it is a substantial, well-scoped model addition with the highest review activity, but it is not a duplicate of the others.", + "canonical_pr_reason": "No single canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct model integrations with different filenames, implementations, and tests; the overlap is mostly standard registration/documentation work.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest standalone representative of this cluster: it is a complete model onboarding PR with broad support files and significant review attention, making it the best single PR to anchor the group despite the others being unrelated.", + "best_pr_reason": "None of these PRs is a better duplicate target than the others because they are not the same change; if one must be chosen as a cluster representative, Kimi2-6 is the most recent and broadest integration, but it is still distinct.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Both are new-model onboarding PRs and share template files, but DeepSeek OCR and Isaac are different models with different configs, processors, and modeling code; they do not fix the same bug or implement the same change." + "reason": "Different model integrations (DeepSeek OCR vs Isaac) with separate configs/modeling/processing and tests; shared auto-mapping/docs updates are boilerplate, not the same bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 are distinct model integrations with different filenames and model-specific implementations; the overlap is only shared infrastructure for adding models, not the same concrete change." + "reason": "Different model additions (Isaac vs Kimi2-6) touching different model packages and implementations; they do not appear mergeable into one concrete fix." } ] }, @@ -19858,7 +19973,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "9d9a77b927e5185ed7e395b06293ac3ac867814a37a85c2aae6e1cfeed27b008", + "prepared_review_unit_hash": "34087c530aa29ff7a7b2ff15eb8650af468fa96e3d297678d5398b4d346c329c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19880,18 +19995,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-maintenance PRs overlap heavily in GitHub Actions version bumps, but they are not the same change: one is explicitly about Node 24 compatibility, the other is a broader/latest-version refresh with different action targets.", - "confidence": 0.73, + "summary": "Both pull requests are broad GitHub Actions maintenance updates, but they target different action families and compatibility goals: one is about Node 24-compatible core actions, the other about upgrading Docker/build-related actions to latest versions. They overlap in workflow files, but not in the underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:42975 is the stronger representative because it has the clearest, specific goal (Node 24 compatibility) while also touching many of the same workflow files.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearer, more specific goal (GitHub Actions Node 24 compatibility) and touches a wider set of core workflow actions used across the repo.", "best_issue_reason": null, - "best_pr_reason": "pull_request:42975 is the best cluster representative: it is broader in workflow coverage and has a more concrete stated purpose than the generic latest-version bump PR.", + "best_pr_reason": "PR 42975 is the strongest standalone PR in the cluster since it addresses a concrete platform compatibility update rather than a narrower action-version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They overlap on workflow action upgrades, but the concrete changes differ (Node 24 compatibility vs general latest-version bumps, including different action families). This is related maintenance, not the same underlying PR." + "reason": "Do not merge: 42975 upgrades core GitHub Actions for Node 24 compatibility, while 42976 updates docker/build-push-action and a few related actions to newer versions. They share workflow files but fix different dependency/version sets and are not the same code-path change." } ] }, @@ -19913,93 +20028,116 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-5", + "cluster_id": "cluster-42978-6", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", "pull_request:45490", - "pull_request:46562" + "pull_request:46562", + "pull_request:46641" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:46641", "pull_request:42978|pull_request:45490", "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:46641", "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:46641", "pull_request:43451|pull_request:45490", - "pull_request:45490|pull_request:46562" + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46641" ], - "prepared_review_unit_hash": "51cda421d25e92b98e5a0829755a38188ccf0c1e1e616367416325c2c5e68f3c", + "prepared_review_unit_hash": "a228713a6c5f9ae0b31e2954aaad3fd6f9f5e717538b55f00890b9a171e24135", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 7, - "serialized_chars": 17574, - "estimated_input_tokens": 4394, - "estimated_eval_tokens": 9044 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 20401, + "estimated_input_tokens": 5101, + "estimated_eval_tokens": 10458 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 7, - "serialized_chars": 17574, - "estimated_input_tokens": 4394, - "estimated_eval_tokens": 9044 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 20401, + "estimated_input_tokens": 5101, + "estimated_eval_tokens": 10458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all separate model-addition changes that only share repository boilerplate (docs, auto-mappings, tests). They are not duplicates of one another.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: it contains several independent model-addition PRs and one unrelated docs punctuation fix. The superficial overlap is mostly shared Transformers boilerplate, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR introduces a different model and code path (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), so they are not the same underlying change.", + "canonical_pr_reason": "No single canonical PR: these PRs add different models/features (plus one docs-only edit), so they are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest representative of the set because it has the broadest, most mature model-addition diff and the most review activity, but it is still not a duplicate of the others.", + "best_pr_reason": "No PR is a true global dedupe representative; if forced, 43451 is the broadest feature PR, but it is still unrelated to the other model-addition changes.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are different model additions with different implementations; shared auto/docs files are just boilerplate." + "reason": "Different model families (ViT NEPA vs Molmo) with separate codepaths; shared auto/docs files are boilerplate, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct models and code paths, so this is not the same underlying change." + "reason": "ViT NEPA and Molmo2 are distinct model additions with different architectures and files; not mergeable as one PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46641", + "accept": false, + "reason": "A model-addition PR and a one-line docs comma fix are unrelated changes." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions; overlap is limited to shared registry/documentation files." + "reason": "ViT NEPA and CTSM are separate model integrations touching different model codepaths." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with different processing/modeling stacks, not one fix/change." + "reason": "Molmo and Molmo2 are related by naming, but they are different models/features with different implementations and files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46641", + "accept": false, + "reason": "Molmo model integration is unrelated to a punctuation-only docs fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM target different model domains and code paths; shared filenames do not indicate duplication." + "reason": "Molmo and CTSM are different model additions, not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46641", + "accept": false, + "reason": "Molmo2 model integration is unrelated to a docs comma change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions; they do not appear to fix or add the same concrete behavior." + "reason": "Molmo2 and CTSM add different models with different concrete implementations; shared framework files are not enough to merge them." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model additions in different families, so they are not the same underlying PR." + "reason": "CTSM and Step 3.7 Flash are separate model additions for different architectures; they do not fix the same code-path problem." } ] }, @@ -20063,172 +20201,172 @@ "pull_request:46635|pull_request:46637", "pull_request:46636|pull_request:46637" ], - "prepared_review_unit_hash": "b4861e57870588c8b8e186037324327da33ef8ab3abb84dc21ba37f63ac46049", + "prepared_review_unit_hash": "f0d8107369e8156b0373c911262fc8c692b708592e49709f46b21dc9296b6395", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38596, - "estimated_input_tokens": 9649, - "estimated_eval_tokens": 19554 + "serialized_chars": 38600, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38596, - "estimated_input_tokens": 9649, - "estimated_eval_tokens": 19554 + "serialized_chars": 38600, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster breaks into a few small cleanup subgroups rather than one true duplicate set. The clearest duplicate pair is the typing sweep PRs 45415/45425; the rest are mostly unrelated test, import, dequant, and docs/typo changes. The only other overlap is the generation/configuration_utils typo cleanup around 46635/46636/46637, but those are better treated as overlapping cleanups than exact duplicates, except where one PR is a strict subset of another.", - "confidence": 0.71, + "summary": "This cluster is mostly heterogeneous. The only convincing duplicate-like pair is the typing/refactor follow-up between 45415 and 45425; the rest are unrelated bug fixes, CI/test tweaks, or independent typo-only PRs that should not be merged as duplicates.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the best anchor because it is the broad, cohesive type-checking cleanup with substantial review activity, and 45425 looks like a direct companion/superset-style follow-up in the same typing refactor family.", + "canonical_pr_reason": "PR 45415 is the broadest substantive change in the cluster and the best anchor for the one real overlap, with 45425 reading like a follow-up/extension to the same typing work.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the strongest representative PR in the cluster: it has the most coherent technical scope, the clearest accepted duplicate relation (45425), and is more substantive than the tiny typo/test-only PRs.", + "best_pr_reason": "PR 45415 is the best overall representative because it has the clearest cohesive technical scope and the strongest legitimate duplicate-style relationship in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:46636", "accept": false, - "reason": "Whisper tokenizer/test fixes are unrelated to the generation/configuration_utils typo cleanup; they do not address the same underlying bug or change." + "reason": "Whisper test fix vs. generation config/test typo fix; unrelated code paths and different bugs." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper decode/test changes and CLIP/ViT test tweaks are different fixes in different model codepaths." + "reason": "Different model test files and different failures; no shared underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenizer work is unrelated to the FP8 dequant fix in core_model_loading/finegrained_fp8." + "reason": "Whisper tokenizer/test work is unrelated to the FP8 dequant fix in Mistral/quantization code." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test/tokenizer changes and generation validation fixes are separate codepaths and separate bugs." + "reason": "Whisper tests and generation watermarking validation are separate areas and separate fixes." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "A backward-compatibility shim for tie_weights is not the same change as the broad typo-cleanup sweep." + "reason": "Backward-compatibility shim for tie_weights is unrelated to the broad typo cleanup PR." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model test placeholder edits are unrelated to the CI/device_map fix for Phimoe integration tests." + "reason": "Model test assertion edits versus Phimoe integration/CI environment changes; not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These touch unrelated test files versus FP8 dequantization/loading logic." + "reason": "Unrelated test-only edits versus an FP8 dequant/code-path fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "The CLIP/ViT test edits are not the same bug as the generation validation/configuration fix." + "reason": "These touch different test suites and different runtime behavior; not duplicate change requests." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Model test edits are not the same change as the large typo sweep across code files." + "reason": "Test assertion noise and typo cleanup are not the same underlying change." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes and Phimoe CI resource-limit changes are different problems." + "reason": "FP8 dequantization and Phimoe CI/memory handling are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "The dequant fix and generation validation fix affect different subsystems and codepaths." + "reason": "Different generation/quantization code paths and different failure modes." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 dequant logic is unrelated to a repo-wide typo cleanup." + "reason": "Quantization fix versus broad typo cleanup; no shared concrete bug." }, { "left": "pull_request:44958", - "right": "pull_request:46637", + "right": "pull_request:46635", "accept": false, - "reason": "An import-error fix in video processing is unrelated to the typo fix in generation/configuration_utils and mask2former." + "reason": "Import error fix in video processing is unrelated to a generation config typo fix." }, { "left": "pull_request:44958", - "right": "pull_request:46635", + "right": "pull_request:46637", "accept": false, - "reason": "The PILImageResampling import fix is a different issue than the generation/configuration_utils typo cleanup." + "reason": "Video import handling and mask2former/generation typo fixes are separate changes." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest formatting/documentation cleanup is not the same underlying change as the code typo sweep." + "reason": "Doctest/doc formatting cleanup is not the same as the code typo-refactor PR." }, { "left": "pull_request:45415", "right": "pull_request:45425", "accept": true, - "reason": "Both PRs are part of the same typing/type-checking refactor family around modeling_utils and related protocol/alias additions; they could plausibly be merged into one typing cleanup PR." + "reason": "Both are part of the same typing/type-checking work, with 45425 reading as a follow-up extension to 45415's broader refactor." }, { "left": "pull_request:45415", "right": "pull_request:46637", "accept": false, - "reason": "Type-checking cleanup and typo fixes in generation/configuration_utils/mask2former are unrelated." + "reason": "Broad type-checking work versus unrelated typo fixes in generation/mask2former; different concrete changes." }, { "left": "pull_request:45415", "right": "pull_request:46635", "accept": false, - "reason": "Type-checking changes are not the same underlying change as the small typo cleanup PR." + "reason": "Type-checking refactor and a small generation typo fix are not the same underlying change." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation/watermarking fixes and Phimoe CI changes are different bugs with no shared codepath." + "reason": "Generation watermarking validation and Phimoe CI/device-map handling are distinct problems." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Generation validation logic is not the same as the broad typo-cleanup PR." + "reason": "Watermarking validation fix and code typo cleanup do not match as one bug/change." }, { "left": "pull_request:46635", "right": "pull_request:46636", - "accept": true, - "reason": "These share the exact generation/configuration_utils typo fix, and 46636 is a small superset that could plausibly absorb 46635's change in one typo-cleanup PR." + "accept": false, + "reason": "They share one typo hunk, but 46636 is a different multi-fix PR with an extra test change; not the same single change." }, { "left": "pull_request:46635", "right": "pull_request:46637", - "accept": true, - "reason": "These share the same generation/configuration_utils typo fix, and 46637 could plausibly include 46635's single-line cleanup as part of one combined typo PR." + "accept": false, + "reason": "Same generation typo appears, but 46637 also carries a separate mask2former typo fix, so this is not one concrete change." }, { "left": "pull_request:46636", "right": "pull_request:46637", "accept": false, - "reason": "They overlap on one typo line, but each also adds a different extra file-specific typo fix, so they are better treated as overlapping cleanup PRs rather than the same change." + "reason": "These are different typo bundles with different extra fixes; too weak to treat as duplicates." } ] }, @@ -20258,7 +20396,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "1bc433e63742822aa13b9a6e99064f9a70da0de1099baf013c00ce6347444d3e", + "prepared_review_unit_hash": "38cbd755de175e9ca1e78b934c8285bd7f3b67826db32a1b213386e12427d1b7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20280,18 +20418,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs with similar synthetic '[don't merge]' titles, but they touch different code paths and files. They should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "The two PRs are not duplicates: one is a repo-bot/versioning test change, the other is a broader workflow/testing utility diff. The shared ViT test file is incidental and does not indicate the same underlying fix or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good duplicate target: #43488 is a setup/dependency/version-bump test, while #43532 changes CI/workflow and testing utilities. They do not appear to fix the same underlying problem.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the overlap is only superficial (shared test file / repo-bot context). #43488 is about setup.py dependency/version formatting and a Vit test, while #43532 edits GitHub Actions workflows and testing utilities. Not the same concrete change or bug." + "reason": "Reject: the PRs touch different code paths and purposes. #43488 is a small setup/version/dependency test change, while #43532 modifies CI workflows plus testing utilities and notification code; they are not plausibly mergeable as one PR." } ] }, @@ -20321,12 +20459,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "b7727abb0aee64d952cc3bc129cdc3a962b94265930d63dd428c69510c5b354f", + "prepared_review_unit_hash": "6f97345bf1ab382df817730223813b6f46b3d06154792c651c907b32724e33e1", "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 }, @@ -20334,7 +20472,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20343,18 +20481,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only in that both add new segmentation pipelines and share the same documentation/registration scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", - "confidence": 0.96, + "summary": "Two related but distinct feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share some scaffolding, but they target different pipelines and backend integrations, so they are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more representative pipeline addition: it covers promptable visual segmentation across multiple backends and includes the corresponding docs/tests.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader/more substantial standalone addition, with more model coverage, more tests, and more integration points; if a single representative is needed, it is the stronger candidate.", + "best_pr_reason": "PR 43613 is the strongest representative of the cluster because it is the larger, more complete segmentation pipeline feature with broader model coverage.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features and code paths; shared docs/registry files are just common scaffolding, not evidence of the same underlying change." + "reason": "Reject: these are different user-facing features and code paths (concept segmentation vs visual segmentation). Shared docs/pipeline scaffolding is not enough to treat them as the same change." } ] }, @@ -20384,7 +20522,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "35f01209b37edc2c280c4649882cf5c58faea2b57990de7b0fbe011c4f01d277", + "prepared_review_unit_hash": "faef11b7185a08a13b9ccba314ee6c6f7e930bd2aedc5c3fa22c0131f271ebbc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20406,18 +20544,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both trainer.py PRs, but they address different behaviors: one changes gradient-accumulation loss scaling in training_step, the other refactors signature-column filtering for custom trainers/PEFT. They are not the same underlying change.", - "confidence": 0.96, + "summary": "Two unrelated Trainer customizability PRs: one changes gradient-accumulation loss scaling, the other adds an override hook for signature column filtering. They share a file and theme, but not the same underlying bug/change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR 43651 is about loss scaling during training, while PR 43663 is about dataset column filtering/signature inspection; different code paths and fixes.", + "canonical_pr_reason": "PR 43651 is the better canonical representative because it introduces a concrete behavioral change in the training loss path with clear runtime impact; 43663 is a separate refactor/hook around feature-column filtering.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global duplicate representative because they solve separate trainer problems; if forced, 43651 is the more behavior-changing trainer fix, but it does not subsume 43663.", + "best_pr_reason": "PR 43651 is the strongest standalone PR in the cluster: it addresses a specific trainer behavior and is more likely to be the primary change users would track. PR 43663 targets a different code path and should not be grouped with it.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch src/transformers/trainer.py, but one changes gradient accumulation loss normalization and the other adds an override point for signature column filtering. Different bugs, different code paths, not mergeable as one PR." + "reason": "Both touch trainer customizability, but one is about gradient-accumulation loss scaling and the other is about input signature/column filtering. These are different code paths and would not plausibly merge into one PR." } ] }, @@ -20447,7 +20585,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a3b4cb6b6abd0f1a7c029b70a1f13d3c16ac335f576cb27aa481cf4e78ac59a1", + "prepared_review_unit_hash": "c84ec4d89486bad7240f4da2119727685be3e7f737418cad8aa514856aebfd94", "component_budget": { "node_count": 2, "item_count": 2, @@ -20469,18 +20607,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about import-time annotation/TypeAdapter problems, but they fix different concrete failure modes: one broadens annotation handling via `from __future__ import annotations`, while the other specifically avoids a `TypeAdapter` reference when pydantic is absent. They are related, but not the same change.", - "confidence": 0.78, + "summary": "Two PRs touch the same file and both mention TypeAdapter, but they address different underlying problems: one is a typing/forward-reference cleanup, the other is a runtime import issue when pydantic is absent. They should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR #43842 as the canonical PR: it has the narrower, more explicit bug description and directly addresses the `TypeAdapter`/pydantic-missing import path.", + "canonical_pr_reason": "No true canonical duplicate here; the PRs fix different bugs. If one must represent the cluster, PR #43842 is the cleaner representative because it targets a specific runtime NameError with an explicit issue link, while #43656 is a separate typing-related fix.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the better representative of the cluster because it targets a specific runtime import failure with a clear fix and explicit issue linkage.", + "best_pr_reason": "PR #43842 is the best standalone PR: it has the clearest concrete failure mode, an explicit issue target, and a narrowly scoped fix. PR #43656 is broader and appears to solve a different typing/annotation problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and broadly annotation-related, but they fix different concrete problems and use different remedies; not the same underlying bug/change." + "reason": "Same file and same symbol area, but different bugs: #43656 changes annotation handling/import typing, while #43842 fixes a NameError when pydantic is not installed. They would not be merged as one PR." } ] }, @@ -20631,8 +20769,8 @@ "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:44017|pull_request:44722", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", @@ -20673,406 +20811,478 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "fc0a816a75cf613d0c9bb1b69887ee0281915057f87ad8437cedf90e89b41e92", + "prepared_review_unit_hash": "f996db9f37e6ec0e2650270e2612bce419e4cf55ec4e409d51b167ca8d4702dd", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76941, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76935, + "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 model-specific output-tracing refactors that share a broad initiative but are not duplicates; the only strong duplicate sets are the GPT-Neo pair and the GPT-J/CodeGen family of PRs.", - "confidence": 0.86, + "summary": "This cluster is mostly a set of model-specific refactors for standardized output tracing; most pairs are related only by the shared refactor pattern, not by the same concrete code path. The only clear duplicates are within the GPT-Neo PR pair and within the GPT-J PR family.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the broadest and most complete representative of the GPT-J/CodeGen standardized output-tracing refactor, and it clearly subsumes the narrower GPT-J-only variants.", + "canonical_pr_reason": "PR 44722 is the strongest representative: it is the latest GPT-J/codegen output-tracing refactor, has the same explicit tracking issue pattern, and appears to be the most complete revision of that concrete code-path change.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 best represents the shared concrete change in this cluster because it covers the same GPT-J path plus the related CodeGen update, making it the strongest canonical PR candidate.", + "best_pr_reason": "PR 44722 is the best overall PR in this cluster because it most cleanly captures the GPT-J standardized output-tracing change in its final form, while the other PRs are either narrower, older, or for different models.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking issue is too broad to imply duplication." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); they only share the broad output-tracing initiative." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model-specific refactors; both are output-tracing work but not the same underlying change." + "reason": "Different architectures and implementations; same issue target is not enough to make these duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; one is a narrower variant of the same concrete change." + "reason": "Both are GPT-J output-tracing refactors in the same file; 44085 looks like a narrower variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet-style vision refactor versus EfficientNet; shared theme is broad, but the code paths are unrelated." + "reason": "RegNet and EfficientNet are different code paths; this is the same refactor pattern, not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated implementations under the same umbrella initiative." + "reason": "EfficientNet vs GPT-J are unrelated implementations; broad decorator migration does not make them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and different code paths; not the same fix." + "reason": "GPT-J/codegen versus EfficientNet; different concrete model code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations, so these are not duplicates." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor versus MGP-STR; same broad output-capture theme only." + "reason": "GPT-J versus MGP-STR; similar refactor theme only, not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen refactor versus MPT; different concrete code paths." + "reason": "GPT-J/codegen versus MPT are different code paths and cannot be merged as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both PRs refactor GPT-Neo output tracing in the same model/file area, so they appear to target the same underlying change." + "reason": "Same GPT-Neo file and same output-tracing refactor; these look like duplicate revisions of the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations; not the same bug/change." + "reason": "GPT-J/codegen and GPT-Neo are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; related pattern, but not the same code path." + "reason": "GPT-Neo and GPT-J are separate implementations despite similar decorator refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are distinct model changes." + "reason": "ResNet and GPT-J are unrelated model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated; shared issue target does not make them duplicates." + "reason": "ResNet versus GPT-J; same output-tracing pattern but not the same bug/change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model families with different implementation details." + "reason": "MGP-STR and GPT-J are different models and different call paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model code paths." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same broad tracing migration only." + "reason": "ResNet and MPT are different code paths; only the refactor style overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + "reason": "GPT-Neo and Flaubert are different models, so these are not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo output tracing and Flaubert output tracing are not the same concrete change." + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is a different model family than GPT-J/CodeGen." + "reason": "GPT-Neo and GPT-J are different model families and different files." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT output tracing and GPT-J/CodeGen output tracing are separate changes." + "reason": "MPT and GPT-J are different code paths; same refactor initiative only." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model implementations." + "reason": "GPT-Neo and GPT-J are different concrete model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model paths." + "reason": "GPT-Neo and MGP-STR are unrelated models." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; only the tracing pattern is shared." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are unrelated model families." + "reason": "GPT-Neo and MGP-STR are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 refactor versus MGP-STR refactor; different concrete code paths." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; no duplicate fix here." + "reason": "GPT-J and MGP-STR are different code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different model code paths." + "reason": "ViLT and Flaubert are different models; they do not fix the same concrete bug." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model-specific changes." + "reason": "SegFormer and LongT5 are unrelated implementations." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and LongT5 do not share the same concrete implementation path." + "reason": "SegFormer and VisualBERT are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer output tracing and GPT-J/CodeGen output tracing are unrelated." + "reason": "SegFormer and GPT-J are unrelated concrete changes." }, { - "left": "pull_request:44017", + "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are different model families." + "reason": "RegNet and VisualBERT are different model implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and MPT are distinct model implementations." + "reason": "RegNet and SegFormer are separate code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and VisualBert are unrelated code paths." + "reason": "RegNet and MPNet are different model families." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT versus ImageGPT; same broad tracing migration only." + "reason": "MPT and ImageGPT are unrelated concrete refactors." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model families." + "reason": "TextNet and Flaubert are different model code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated implementations." + "reason": "MPNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are separate vision models with different code paths." + "reason": "CVT/FNet and SegFormer are unrelated concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPNet are unrelated model implementations." + "reason": "SqueezeBERT and MPT are different models and different code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and LongT5 are unrelated models; only the output-tracing theme matches." + "reason": "SqueezeBERT and VisualBERT are different concrete implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "SqueezeBERT and GPT-J are unrelated models." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model families." + "reason": "SqueezeBERT and GPT-Neo are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet and LongT5 are unrelated implementations." + "reason": "SqueezeBERT and DeBERTa v2 are unrelated changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and LongT5 are different model-specific changes." + "reason": "DeBERTa v2 and SpeechT5 are different model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-Neo and LongT5 do not share the same concrete fix." + "reason": "DeBERTa v2 and ViTS are unrelated concrete code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model code paths." + "reason": "FocalNet and ImageGPT are different models; same refactor theme only." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBert and VisualBert are different implementations." + "reason": "GPT-J/codegen and MGP-STR are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate model families." + "reason": "GPT-J/codegen and GPT-Neo are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing change family, with both diffs touching the same concrete file and decorator transition." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are unrelated changes." + "reason": "ResNet and GPT-J are unrelated implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "DeBERTa v2 and TextNet are different model code paths." + "reason": "ResNet and GPT-J are different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44019", + "right": "pull_request:44071", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." + "reason": "ResNet and MPT are unrelated model changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44068", + "right": "pull_request:44116", "accept": false, - "reason": "DeBERTa v2 and VITS are different model families." + "reason": "GPT-Neo and Flaubert are different models." }, { - "left": "pull_request:44066", + "left": "pull_request:44059", "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader version of the same concrete change." + "accept": false, + "reason": "GPT-2 and GPT-J are different model code paths despite similar decorator migration." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both cover the same GPT-J output-tracing change, and 44722 subsumes the narrower GPT-J-only variant." + "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 looks like the cleaner/later version of the same change." }, { - "left": "pull_request:44085", + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated code paths." + "reason": "MPT and SpeechT5 are different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus ResNet/RegNet-style vision models; not the same fix." + "reason": "CVT/FNet and RegNet are unrelated model implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are different model families." + "reason": "DeBERTa v2 and SpeechT5 are different concrete changes." }, { "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and ViTS are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different implementations, not the same fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are distinct model code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different concrete code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-Neo and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44056", + "accept": false, + "reason": "CVT/FNet and MPNet are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are different code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and VITS are different code paths." + "reason": "DeBERTa v2 and TextNet are unrelated models." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model implementations; same broad output-tracing theme only." + "reason": "FocalNet and ImageGPT are different concrete implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/codegen output-tracing refactor family; same underlying decorator conversion on the same files." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are limited to closely related PRs in the same model/file area, with 44722 clearly acting as the broader GPT-J/CodeGen follow-up and 44018/44068 plausibly the same GPT-Neo refactor. The remaining false verdicts appropriately reject cross-model matches despite shared output-tracing themes." + "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes shared refactor style from concrete duplicate bugfixes, and the accepted soft pairs are the ones that look mergeable within the same model/file family (GPT-Neo and GPT-J)." }, "evaluator_used": true, "retried": false, @@ -21107,64 +21317,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "fe3128b089973c3555bccf1323f9074c4a74af4e31bbed894b1dc024aa12741a", + "prepared_review_unit_hash": "8a0dad7f41df03b69b03c69279d93f3b19eb22201a53fb57c7b7405e9c15f849", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all separate model-specific PRs for migrating output tracing/capture to a standardized decorator pattern. They are related by theme, but they do not appear to be duplicate fixes for the same code path, so the soft edges should be rejected.", - "confidence": 0.86, + "summary": "These PRs all follow the same broad theme\u2014migrating model code to standardized output capture/decorator patterns\u2014but they are model-specific refactors in different files and do not appear to fix the same underlying bug or change set. No soft-edge pair should be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44073 is the clearest representative of the cluster: it is a focused, model-local output-tracing refactor with explicit use of the standardized capture/tuple helpers and a small, self-contained diff.", + "canonical_pr_reason": "SpeechT5 is the strongest representative of the cluster: it has an explicit issue target, a broader refactor diff, and clearly applies the standardized output-capture pattern end-to-end in one model.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44073 is the strongest overall representative because its scope and title most directly describe the shared pattern across the cluster without depending on an explicit issue link.", + "best_pr_reason": "SpeechT5 is the best overall representative because it is the most complete and clearly scoped instance of the shared output-tracing migration pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different code paths; same pattern, not the same underlying bug/change." + "reason": "Both refactor output tracing, but one is VisualBert and the other is TextNet; they touch different model implementations and are not the same code-path change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations; this is a shared refactor style, not one fix that could plausibly be merged into a single PR." + "reason": "Both are standardized output-capture refactors, but MPNet and VisualBert are separate model code paths with distinct classes and files." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model code paths and different local refactors; they are similar migrations, not duplicates." + "reason": "Same refactor theme, but MPNet and TextNet are unrelated model-specific implementations; this is not one duplicate fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model modules; the PRs both modernize output handling but address distinct implementations." + "reason": "RegNet and SqueezeBert are different model architectures and the patches apply to different forward paths, so they are not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 changes are not the same concrete fix; SpeechT5 also targets a specific issue and a different output-capture path." + "reason": "SqueezeBert and SpeechT5 both mention output tracing, but they modify different model internals and are not mergeable as one duplicate PR." } ] }, @@ -21244,12 +21454,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "4de10b60867a8f640991eb3bf204069cb3e21b6a8379363da91f30363a2f3c3c", + "prepared_review_unit_hash": "f6d51418076c11182b72429a9ddcd51dae123834076d6bbb7a7d0f13598f68d6", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, + "serialized_chars": 40170, "estimated_input_tokens": 10043, "estimated_eval_tokens": 20342 }, @@ -21257,7 +21467,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, + "serialized_chars": 40170, "estimated_input_tokens": 10043, "estimated_eval_tokens": 20342 }, @@ -21266,252 +21476,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common theme of output-tracing refactors, but they target different model families and code paths, so they are not duplicates of the same underlying change.", - "confidence": 0.91, + "summary": "All items are model-specific output-tracing refactors, so they cluster by theme but are not duplicates. The only broadly representative PR is the mamba/falcon_mamba one, but the others are distinct code paths.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate cluster here; if one PR must represent the group, 44025 is the best fit because it is a focused, concrete refactor across a closely related model pair and includes tests.", + "canonical_pr_reason": "PR 44003 is the broadest and most implementation-heavy example here, spanning both mamba and falcon_mamba and introducing the tracing helpers; it best represents the cluster\u2019s shared refactor theme.", "best_issue_reason": null, - "best_pr_reason": "44025 is the strongest standalone representative: it is specific, internally coherent, and has clearer scope/validation than the more generic single-file refactors.", + "best_pr_reason": "44003 is the strongest representative PR because it covers the largest related surface area and most clearly embodies the output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different models (timm_backbone vs upernet) and distinct forward/output handling." + "reason": "Same tracing-refactor theme, but different model implementations and files; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated architectures and code paths." + "reason": "Both are output-tracing refactors, but for different models and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and implementations; not the same concrete change." + "reason": "Different model families; these are separate refactors, not one concrete bug fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems (timm_backbone vs mamba/falcon_mamba); only the high-level refactor theme matches." + "reason": "mamba/falcon_mamba versus timm_backbone; shared helper usage is not enough to make them the same change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; these are similar refactors, not one shared bug fix." + "reason": "Different model-specific forward-path changes; not mergeable as one underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated; shared wording is too broad to merge as one change." + "reason": "MobileNetV1 and UnivNet are unrelated model code paths, despite similar refactor wording." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and output APIs; same general refactor pattern only." + "reason": "Distinct models and implementations; same broad pattern, not same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different output-tracing implementations; not mergeable as one PR." + "reason": "Different depth/vision models; similar output-capturing refactor, but not the same artifact." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Same refactor motif, but the target model families are unrelated." + "reason": "MobileNetV1 is unrelated to vision-encoder-decoder; too broad a match." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs speech_encoder_decoder are not the same underlying change." + "reason": "Separate model wrappers with independent forward signatures and tracing behavior." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + "reason": "Vision-text dual encoder and UnivNet are different model paths, not one shared fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different refactor details; not a duplicate fix." + "reason": "Different models; the similarity is only at the refactor pattern level." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated architectures; only the generic refactor pattern overlaps." + "reason": "Different model families and files; not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and change sets; no shared concrete bug/change." + "reason": "Vision-text dual encoder versus depth-anything are unrelated implementations." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet have unrelated forward paths and output semantics." + "reason": "UnivNet and UperNet are distinct model code paths; no shared underlying bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks; not the same underlying implementation change." + "reason": "Mamba refactor and UnivNet refactor are separate model-specific changes." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "These are separate model-specific refactors, not one combined fix." + "reason": "Different models and different forward/capture behavior; not one change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated; only the broad refactor theme is shared." + "reason": "UperNet and RWKV are unrelated code paths; only the refactor theme is shared." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and output-tracing code paths." + "reason": "Distinct model implementations; too much only-theme overlap." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba and SuperPoint are unrelated implementations; not the same change." + "reason": "Mamba/falcon_mamba versus SuperPoint are separate model refactors." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba vs CodeGen are distinct models with different forward logic." + "reason": "CodeGen\u2019s tracing change is unrelated to the Mamba/FalconMamba refactor." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are completely different code paths; same broad refactor only." + "reason": "TimmBackbone and CodeGen do not share the same code path or change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated; not a duplicate change." + "reason": "UnivNet and CodeGen are different model implementations; not duplicate fixes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen do not share the same concrete bug or implementation." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated model code paths." + "reason": "UperNet and CodeGen are unrelated model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are unrelated; same refactor wording is not enough." + "reason": "DepthAnything and VisionEncoderDecoder are different model wrappers; same pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and different output handling." + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated changes." + "reason": "DepthAnything and SuperPoint are separate model-specific changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and implementations; not the same fix." + "reason": "Different models and different tracing logic; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different code paths with different semantics." + "reason": "DepthAnything and DPR are unrelated models; no shared concrete bug." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrapper models, but this is still not the same concrete code change." + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; not one PR." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and refactor scopes." + "reason": "Vision and speech encoder-decoder wrappers are similar abstractions but different concrete changes." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and RWKV do not share the same underlying bug/change." + "reason": "Different model families and forward paths; similarity is only thematic." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "These target unrelated model code paths." + "reason": "VisionEncoderDecoder and DPR touch different code paths and should stay separate." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; only the generic refactor pattern matches." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and output APIs; not mergeable as one PR." + "reason": "Speech encoder-decoder and RWKV do not fix the same concrete problem." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are different code paths." + "reason": "Different models and different output-signature refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations." + "reason": "SuperPoint and RWKV are separate refactors in unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different forward/output logic." + "reason": "SuperPoint and DPR are distinct models; no duplicate underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated; same refactor style does not imply duplicate work." + "reason": "RWKV and DPR are unrelated model-specific refactors, not one mergeable PR." } ] }, @@ -21541,7 +21745,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "f92bd7f71895d3900160f9e795b242b811b6c16c28bcf277aa3a17708f19a0ba", + "prepared_review_unit_hash": "402c814aaca560831054763ca3f97e50944b694cb41c50f65bcbeef40fcb2629", "component_budget": { "node_count": 2, "item_count": 2, @@ -21563,18 +21767,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS support. They share only broad transformers boilerplate, not the same underlying bug/change, so this is not a duplicate cluster.", + "summary": "These PRs are both model add-ons with overlapping registration/docs files, but they implement different models and code paths: PenguinVL vs Voxtral TTS. The similarity is structural, not a duplicate bug/change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, with no shared concrete fix to merge into one change.", + "canonical_pr_reason": "If one PR is used as the representative example, 45401 is the more focused, issue-linked Voxtral TTS addition; 44662 is a separate PenguinVL implementation.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the other; they are separate feature implementations rather than competing fixes for the same problem.", + "best_pr_reason": "45401 is the cleaner standalone PR: it has an explicit issue target and a narrower, well-scoped model support change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with distinct files and behavior; shared auto-registration/docs scaffolding is too generic to indicate the same underlying change." + "reason": "Different model implementations and different underlying code paths; shared auto/docs files are just boilerplate registration, not evidence of the same change." } ] }, @@ -21604,7 +21808,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "2d6eb267f84dd020d52cd636d219e19b239f3d9dccf8adfced44ab502f47acbd", + "prepared_review_unit_hash": "0b556953edb20bcc10b62f471e807f01dbfd12181a7552c642c1f248e79d2bd0", "component_budget": { "node_count": 2, "item_count": 2, @@ -21626,18 +21830,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs in the fusion/kernels area, but they are not the same change: #44979 adds a new generic Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and touches different integration paths. They should not be deduplicated.", - "confidence": 0.88, + "summary": "These PRs are related by the general theme of fusion infrastructure, but they implement different layers and use cases: one adds a generic Module Fusion API, the other adds n-to-1 kernel fusion via KernelConfig. They are not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more canonical high-level proposal because it introduces the reusable Module Fusion API abstraction that broader fusion work can build on.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing feature: it wires KernelConfig into model loading, adds unfuse support, and includes a runnable example. It is the better representative PR for the fusion feature area.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best concrete user-facing implementation candidate: it wires kernel fusion into model loading/integration code and appears to deliver a specific end-to-end feature.", + "best_pr_reason": "PR #45363 is the strongest standalone PR in the cluster because it shows a complete, specific code path change rather than just the underlying generic API scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related on theme, but they target different code paths and levels of abstraction: #44979 adds a standalone module fusion framework, while #45363 implements KernelConfig-based n-to-1 fusion in model/integration utilities. They are not the same underlying change and would not plausibly merge into one PR." + "reason": "They share the broad fusion concept, but #44979 introduces a generic module-fusion API while #45363 implements KernelConfig-based n-to-1 kernel fusion and model integration. Different abstraction levels and not mergeable as the same concrete fix/change." } ] }, @@ -21667,7 +21871,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d78b9eb8ccef006f028f4446c2f5afe08b7d3abbe3c5f46c747c1f06402d66c1", + "prepared_review_unit_hash": "2c2a7314ff1ebccc05c1ea19236184bdc5665bc04882a6add1f7eafa4ab6280d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21689,18 +21893,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same Mistral regex code path in `src/transformers/tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`, so they address the same underlying AttributeError fix. PR 45317 is the more complete candidate because it includes tests and a clearer description.", - "confidence": 0.98, - "canonical_issue_reason": "No issue artifact is provided here; the shared issue target is 45081, but I can\u2019t judge canonical issue selection without the issue itself.", - "canonical_pr_reason": "PR 45317 is the better canonical PR because it covers the same fix as 45086 and also adds test coverage, making it the more complete and merge-ready version of the change.", + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete merge candidate.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is best suited as the representative PR since it implements the same concrete bug fix as 45086 and includes additional tests for validation.", + "best_pr_reason": "PR 45317 is the best overall PR candidate: same concrete fix, same file, same target issue, and it adds tests while 45086 is a smaller subset.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in the same code path: both replace the incorrect `backend_tokenizer.pre_tokenizer` access with `tokenizer.pre_tokenizer` to resolve the AttributeError. The second PR appears to be a fuller version of the same change, not a different fix." + "reason": "Same underlying bug and identical code-path fix in `_patch_mistral_regex`; 45317 just adds tests, so these are duplicate PRs and could plausibly be merged into one." } ] }, @@ -21734,52 +21938,52 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "4f9ab2934a8f71ad2342393397146e840840c253ce6c10ae4853ff7a7e7d0017", + "prepared_review_unit_hash": "da330c0eb6015b6d2e072efa05c66423b0d84fb59f3b3e1cc5c12e64cb9edcaa", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13474, - "estimated_input_tokens": 3369, - "estimated_eval_tokens": 6994 + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13474, - "estimated_input_tokens": 3369, - "estimated_eval_tokens": 6994 + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster groups several Nemotron-related PRs, but they cover different changes: a NemotronH refactor, a NemotronH dense/sparse split, and two separate ASR model additions. The overlap is mostly subsystem-level, not the same underlying fix or feature.", - "confidence": 0.91, + "summary": "These PRs are related Nemotron model-family work, but they split into distinct changes: Nemotron H refactoring, Nemotron H dense/sparse model split, and two separate ASR model additions. I did not find true duplicate pairs.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46332 is the best standalone representative of the cluster\u2019s most substantial and cohesive change: adding Nemotron ASR streaming with the associated model, loss, auto, and docs wiring.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46332 is the strongest overall candidate because it is a focused, end-to-end feature implementation rather than a narrow refactor or a variant-specific follow-up.", + "best_pr_reason": "PR 45569 is the broadest Nemotron H-related model refactor in the set and the best single representative of that subset, but it is not a duplicate of the ASR PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both are NemotronH-related, but one is a model inheritance/refactor and the other is a dense/sparse architecture split; they are not the same concrete change and would not be merged as one PR." + "reason": "Related Nemotron H work, but 45115 is a narrow inheritance/conversion-mapping refactor while 45569 is a larger split into proper dense/sparse model packages and docs. Not the same concrete change." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "These target different model families and tasks: NemotronH architecture work versus Nemotron3.5 ASR streaming. Shared auto/docs files are not enough to make them duplicates." + "reason": "Different model families and code paths: Nemotron H architecture work versus Nemotron 3.5 ASR streaming. Shared auto/docs files are too broad to treat as duplicates." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR streaming PRs, but they add support for different model variants (Nemotron ASR vs Nemotron3.5 ASR) and are separate feature integrations rather than one underlying bug or change." + "reason": "Both are ASR streaming-related, but they target different model versions (Nemotron ASR vs Nemotron 3.5 ASR) and are not the same underlying change." } ] }, @@ -21809,12 +22013,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "9b9b402ca43327fcb1c949200318bac4067b02c337861f1bf79c99726141b6eb", + "prepared_review_unit_hash": "35a8bba81a1138f90947c9d58b7da703f9db870f72902765f4b104ffc343eaf1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21822,7 +22026,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21831,18 +22035,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related through the heterogeneous-modeling effort, but they are not duplicates: one adds per-layer config support, while the other builds broader heterogeneous modeling/cache/masking integration on top of that foundation.", - "confidence": 0.92, + "summary": "Two open PRs for the new heterogeneity feature set: one adds per-layer config support, the other adds per-layer modeling/cache support. They overlap in shared infrastructure, but they are not the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader end-to-end heterogeneous model support change and is the better anchor for the cluster; PR #45333 is a narrower prerequisite focused on config plumbing.", + "canonical_pr_reason": "No clear canonical duplicate PR: 45333 is the more foundational config layer, but 45332 extends into modeling/cache support and is a separate change stream.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the most representative single PR for the overall work because it spans the concrete runtime/modeling changes beyond config parsing and likely depends on the config support introduced separately.", + "best_pr_reason": "PR 45333 is the best standalone candidate because it establishes the per-layer config foundation and is narrower/more self-contained than the broader modeling PR.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: #45333 is config-only per-layer configuration plumbing, while #45332 is a larger heterogeneous modeling implementation touching cache/masking/modeling paths. They are related but not the same underlying code change and would not plausibly be merged as one PR." + "reason": "Related feature work, but not the same underlying code-path problem. 45333 is config plumbing; 45332 is broader modeling/cache support. They share files and a theme, but should not be treated as duplicates." } ] }, @@ -21872,40 +22076,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "6ba2118583d27679cbbcfc2995b3bef0ebb9f0f0d65978afe25cad07189d9399", + "prepared_review_unit_hash": "bf7a4f6ba68d938072ccbc906027d6c4f39cedc102d7176b45c90dbaa3119cd8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both address cache-aware multi-token forwarding bugs, but in different model families and code paths: one for Qwen3.5/Qwen3Next/OlmoHybrid linear attention, the other for Mamba2 CUDA kernels. They are similar in pattern, not the same underlying change.", - "confidence": 0.95, + "summary": "Both PRs fix cache-related seq_len>1 behavior, but they target different model families and different code paths: PR 45513 addresses Qwen3.5/GDN linear attention cached multi-token forward, while PR 46084 addresses Mamba2 `use_cache` with multi-token sequence lengths. They are thematically similar but not the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the cleaner canonical PR: it has an explicit issue target, a narrowly scoped Mamba2 use_cache/seq_len>1 fix, and focused tests for that concrete path.", + "canonical_pr_reason": "PR 46084 is the cleaner representative of its own bug class because it has an explicit issue target and a focused fix for one concrete code path in Mamba2.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest representative overall because it is explicitly tied to a tracked bug, has a single concrete failure mode, and is easier to merge as a standalone fix than the broader multi-model PR.", + "best_pr_reason": "PR 45513 is broader in scope and touches several related model implementations and tests, making it the better cluster representative if one must be selected, though it is not a duplicate of PR 46084.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both concern cache handling with seq_len>1, but they fix different implementations: 45513 updates linear-attention/GDN paths in OlmoHybrid/Qwen3.5/Qwen3Next, while 46084 fixes Mamba2 CUDA kernel cache reuse. Different model code paths, no shared bug or mergeable change." + "reason": "They discuss different model implementations and different forward paths; the shared theme is only cached multi-token inference, not the same bug or mergeable code change." } ] }, @@ -21935,7 +22139,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "fc572dbd688df9f2184c32c8fae84036219423f7f382fcedc51a4999b190af07", + "prepared_review_unit_hash": "2486ed30e691649329be9a8d740d663a0d60ceb45d4d3f7a33b838c93f93f300", "component_budget": { "node_count": 2, "item_count": 2, @@ -21957,18 +22161,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are expert-parallelism related, but they fix different bugs in different loading paths: PR #45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch, while PR #45662 targets EP + FSDP2 where expert parameters can be overwritten by rank-0 broadcast. They are not the same underlying change.", - "confidence": 0.96, + "summary": "Both pull requests revolve around expert-parallel loading, but they fix different concrete failure modes: PR 45548 preserves distributed_config and exposes EP state, while PR 45662 prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast handling. Related area, not the same change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster theme because it is a more complete, concrete EP bug fix with broader code-path coverage, but it is not a duplicate of #45548.", + "canonical_pr_reason": "PR 45548 is the cleaner representative of the cluster because it directly targets EP model loading/config propagation, which is the shared theme across the pair, but the two PRs still address different bugs.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR in this set: it fixes a specific runtime corruption bug in expert parameter loading and has the broader, more direct symptom-to-fix connection.", + "best_pr_reason": "PR 45548 is the best standalone PR in this cluster: it has a focused loading/config fix and is the more general EP-loading representative, whereas PR 45662 is a separate FSDP2-specific overwrite bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related only by EP/distributed loading and one shared file; #45548 fixes config/has_ep handling for ZeRO-3 loading, while #45662 fixes expert params being overwritten during FSDP2/rank-0 broadcast. Different concrete bugs and not mergeable as one PR." + "reason": "Both touch EP-related loading paths, but the underlying bugs differ: one fixes distributed_config serialization and EP detection, the other fixes expert parameters being overwritten after distributed shard wrapping. Not the same concrete change." } ] }, @@ -21998,12 +22202,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "efc8ed2b0f79e2b0b04403224f0284e6f2cba758c873311a6401d1a8c9c90dec", + "prepared_review_unit_hash": "eb363d9d8660c87e3c0f50fd5aa31d0ac4b92c45a25fcabc12859d1ee2f0560d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22011,7 +22215,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22020,18 +22224,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision around captured_info debug artifacts in `testing_utils.py`; PR #45645 is the broader, more complete version because it also updates CI log collection for the new per-worker files.", - "confidence": 0.94, + "summary": "Both PRs address the same xdist-related captured_info collision problem, with 45645 extending the core writer fix in 45639 to also update CI log collection. They look like one underlying change, with 45645 the more complete PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the best representative because it contains the core xdist-safe fix from #45639 plus the downstream CI/workflow handling needed to consume multiple `captured_info*.txt` files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe file handling plus the downstream CI/workflow changes needed to preserve and aggregate the new per-worker logs.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest overall change set: it fixes the same underlying bug as #45639 and extends the fix to preserve CI debug log visibility.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the same collision path as 45639 and also adjusts consumers so the new artifacts are actually collected and reported.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info xdist collision fix in `src/transformers/testing_utils.py`; #45645 looks like a superset that also updates CI artifact collection, so these could plausibly be merged into one PR." + "reason": "Same underlying xdist collision bug for captured_info artifacts; 45645 builds on the same testing_utils fix and plausibly could be merged into a single PR with 45639." } ] }, @@ -22064,7 +22268,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "2aed20f8db4db35314ef95d1323f4130296f8fd9f04ac1a222b03270d709881c", + "prepared_review_unit_hash": "c0859b205399f41f99b35a78758f58ba5761e326957a8514be96cdd0638fb63b", "component_budget": { "node_count": 3, "item_count": 3, @@ -22086,30 +22290,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates. PR #45670 is an AutoModel mapping tweak for GLM-ASR, while PRs #46320 and #46401 are separate attn_implementation dispatch additions for different model families. #46320 and #46401 are superficially similar, but they touch different code paths and should not be merged as one change.", - "confidence": 0.97, + "summary": "These are not duplicates: one PR updates AutoModel registration for GLM ASR, while the other two add attn_implementation support to different model families (RecurrentGemma vs BLIP-2/InstructBLIP/BLIP-2 Video). The two attn_implementation PRs are related in theme but target different code paths and should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster contains three distinct pull requests, with only #46320 and #46401 sharing a broad feature theme but targeting different model implementations.", + "canonical_pr_reason": "pull_request:46401 is the broadest and most active PR in the set, but it is still a separate feature/change rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "#46401 is the strongest standalone PR in the set because it has the broadest concrete scope and self-contained implementation for multiple BLIP-family models, but it is still not a duplicate of the other PRs.", + "best_pr_reason": "pull_request:46401 has the widest scope, highest review/discussion activity, and touches the most model-specific code/tests, making it the strongest representative PR in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different underlying changes: #45670 edits AutoModel registration for GLM-ASR, while #46320 adds attention-dispatch support for RecurrentGemma. No shared bug or code path." + "reason": "Different changes: GLM ASR auto-model registration vs RecurrentGemma attention-dispatch support. No shared concrete bug or mergeable code-path overlap." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Unrelated model areas and fixes: GLM-ASR auto-mapping vs BLIP-family attn_implementation dispatch. They do not look like the same change." + "reason": "Different targets and functionality: auto-class mapping for glmasr vs BLIP-2/InstructBLIP attention backend dispatch. Not the same underlying change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attn_implementation work, but for different architectures and files/tests/docs. They are parallel model-specific enhancements, not one underlying bug or mergeable PR." + "reason": "Both mention attn_implementation dispatch, but they affect different model families and separate implementations/tests; too broad to treat as one PR or duplicate fix." } ] }, @@ -22139,12 +22343,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "21d9bd6ff232c1761796058c61284505a263cccdeff690fc98affd6305a0751e", + "prepared_review_unit_hash": "9e39021694bd311ece0ac8a0ffe0c7468acc1bfa05d43bea496d6ccebe879d4b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7247, + "serialized_chars": 7248, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22152,7 +22356,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7247, + "serialized_chars": 7248, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22161,18 +22365,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both linter-driven transformer-model PRs, but they address different rules and different code paths: TRF003 return-tuple handling vs TRF018 weight initialization. They are not the same underlying change.", + "summary": "These two PRs are only superficially similar because they touch overlapping Transformer model files, but they implement different linter rules and fix different code paths: TRF003 adds return-tuple handling, while TRF018 changes modeling weight-init behavior. They should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the cleaner representative of the cluster because it makes one focused forward-signature/runtime behavior change across model files, while 46259 targets a separate initialization rule with broader, more mechanical edits.", + "canonical_pr_reason": "No single canonical PR: PR #45720 and PR #46259 address different rules and different kinds of model behavior changes.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the best single representative here: it is narrowly scoped, has a clear behavioral intent, and is easier to reason about than the broader initializer-rule PR.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, #45720 is the narrower, more localized change, but it is not a substitute for #46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different fixes. 45720 adds can_return_tuple / removes return_dict in model forwards; 46259 refactors _init_weights across models. They do not fix the same concrete bug or change." + "reason": "Different linter rules and different fixes (return-tuple support vs weight initialization cleanup); overlapping model filenames do not indicate the same underlying change." } ] }, @@ -22268,12 +22472,12 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "7d7cb8c1dab764e2806614a4e205e49a49ffc10ed7de6ad3ee33e0862763d84b", + "prepared_review_unit_hash": "357b211e761b2deb586aac3ee45780d4b001f079b2810c826ed15698acf350bb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5083, + "serialized_chars": 5082, "estimated_input_tokens": 1271, "estimated_eval_tokens": 2798 }, @@ -22281,7 +22485,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5083, + "serialized_chars": 5082, "estimated_input_tokens": 1271, "estimated_eval_tokens": 2798 }, @@ -22290,18 +22494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that are not duplicates: one is a broad mixed change touching workflow/model code, while the other is a focused ViT test migration. They do not appear to fix the same underlying problem or implement the same change.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one is a broad model/workflow change set, while the other is a ViT test-migration PR. The soft similarity signal is not enough to merge them as the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs target different workstreams and are not mergeable as one change set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46100 is the better standalone representative because it is a single, cohesive test-migration change, whereas PR #45932 is a mixed, noisy PR spanning workflow and multiple model files.", + "best_pr_reason": "PR 45932 is the more substantial code-change PR in the pair, but it is not the same work as PR 46100; 46100 is focused on Vit test migration.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the PRs are about different changes\u2014#45932 mixes CI/workflow and model edits, while #46100 adds ViT tests/migration files. They do not share the same concrete code-path fix and would not plausibly be merged into one PR." + "reason": "Different scope and purpose: 45932 changes model implementations and CI secrets, while 46100 adds/migrates ViT tests. They do not look like the same concrete code-path fix and should not be merged as duplicates." } ] }, @@ -22334,7 +22538,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "df3d6083f47ff6f2039f98d7367fd18a24934ef378482cfc4334eba41bcdc369", + "prepared_review_unit_hash": "1b2e76af3098a864811a6562f2bc3aa1a7b91aa78ba4e46a9ecbf3657358e9f2", "component_budget": { "node_count": 3, "item_count": 3, @@ -22356,30 +22560,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are related thematically (adding SDPA/attn_implementation dispatch), but they target different model families and different concrete code paths, so they should not be merged as duplicates.", - "confidence": 0.84, + "summary": "These PRs are thematically similar SDPA/attn_implementation dispatch patches, but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest of the set and touches the largest shared audio-model dispatch surface, so it is the best representative of the cluster even though it is not a duplicate of the others.", + "canonical_pr_reason": "No canonical duplicate PR: CTRL, T5, and wav2vec2/seamless audio dispatch changes are model-specific implementations on separate code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest cluster representative because it spans multiple related speech/audio models and has the widest implementation footprint.", + "best_pr_reason": "PR 46196 is the broadest and most representative of the family, covering multiple audio model implementations and related docs/tests.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add attention-dispatch support, but one is for CTRL and the other for T5; these are separate model implementations with different attention code paths, not the same fix." + "reason": "Both add attn_implementation dispatch, but for different models (CTRL vs T5) and distinct forward paths; same pattern, not the same change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL and wav2vec2-family/audio models are unrelated concrete implementations; they share only the high-level goal of SDPA dispatch, so they are not the same underlying change." + "reason": "CTRL language-model attention dispatch and wav2vec2/audio-stack SDPA support affect different architectures and code paths, so they should not be merged as one duplicate PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 and wav2vec2-family models use different architectures and attention internals; these PRs are similar in purpose but not mergeable as one duplicate code-path fix." + "reason": "T5 encoder-decoder SDPA dispatch and wav2vec2/seamless audio dispatch are separate model-specific fixes; shared theme is insufficient for duplicate status." } ] }, @@ -22409,12 +22613,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "877d8983e8daa8e6b4d14a70b32814567e0d43d96fca60b75a6fa8fd6492af7e", + "prepared_review_unit_hash": "8cafd986850e10c4e47691a3ed7b95204ff4a1897c47e413c8f80b6653a2f8b1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22422,7 +22626,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22431,18 +22635,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in distributed infrastructure files, but they are not the same change: 46126 is a focused EP + Trainer integration, while 46269 is a broad distributed branch-base sweep spanning many unrelated modules.", - "confidence": 0.92, + "summary": "These are both distributed-training PRs, but they are not the same change: one is a focused EP/Trainer integration, while the other is a broad distributed branch base touching many subsystems. The overlap in a few filenames is too shallow to treat them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "46269 is the broader umbrella PR and the closest cluster representative because it spans the shared distributed files and appears to subsume the wider branch work.", + "canonical_pr_reason": "PR #46126 is the more canonical change because it is narrow and concrete: EP + Trainer integration with specific tensor-parallel/distributed hooks. PR #46269 is a large umbrella branch with many unrelated distributed updates, so it is not a clean duplicate target.", "best_issue_reason": null, - "best_pr_reason": "46126 is the cleaner, more focused PR with a single concrete feature change, making it the best representative for this cluster.", + "best_pr_reason": "PR #46126 is the best PR representative of this cluster because it has a clearly scoped feature/change request and a focused diff. PR #46269 is too broad to serve as the canonical item for duplicate triage.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed files alone are not enough: 46126 targets EP+Trainer integration, while 46269 is a much larger branch-base PR touching many additional subsystems. They do not look like the same concrete fix or change." + "reason": "Do not merge: they share some distributed filenames, but #46126 is a specific EP/Trainer integration while #46269 is a large distributed base branch touching many areas. They do not appear to fix the same concrete code-path problem." } ] }, @@ -22504,202 +22708,184 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "f851aeda0517b2a60fe88bace55b1d47e8c59329e4c23cf9227ab825075c2166", + "prepared_review_unit_hash": "cfb3138c8d85a53fcfeb1386d152a054146fc6c5423fd6eb449b24bd1fbedacb", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23360, - "estimated_input_tokens": 5840, - "estimated_eval_tokens": 11936 + "serialized_chars": 23361, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23360, - "estimated_input_tokens": 5840, - "estimated_eval_tokens": 11936 + "serialized_chars": 23361, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A heterogeneous set of small workflow-chore PRs. They mostly touch different GitHub Actions files and implement different changes, so there is no strong duplicate cluster here despite the shared \"update *.yml\" pattern.", - "confidence": 0.9, + "summary": "This cluster is mostly a set of unrelated workflow-maintenance PRs. The only closely related subgroup is the three pr-ci-security-gate.yml changes, but they address different aspects of that workflow rather than the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46554 is the most substantive representative: it changes the pr-ci-security-gate workflow behavior with real gating logic, rather than a one-line config tweak or comment-only update.", + "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the most substantive, concrete behavior change in the shared security-gate workflow file; the other nearby PRs are follow-up hardening or comments, and the rest of the cluster is unrelated workflow churn.", "best_issue_reason": null, - "best_pr_reason": "#46554 is the strongest anchor for the cluster because it contains the clearest functional CI/security-gate change and is more representative than the other narrow workflow edits.", + "best_pr_reason": "PR 46554 is the best standalone representative of the cluster because it contains an actionable security-check change rather than a minor workflow tweak or commentary.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs security-gate hardening." + "reason": "Different workflows and different behavior: stdin handling for self-comment CI vs security-gate checks for PR CI." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one updates self-comment CI argument passing, the other changes PR CI security-gate permissions/approval flow." + "reason": "Unrelated workflow areas; one updates self-comment CI, the other hardens PR CI security gating." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different change type and code path; this is self-comment CI command piping, not pr-ci-security-gate tweaks." + "reason": "Self-comment CI script change is unrelated to a comment-only note in the PR security gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow file and purpose: self-comment CI message handling vs build-ci-docker-images commit-message detection." + "reason": "Different workflows and different code paths; no shared underlying bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and unrelated fixes; this is not the same underlying bug or change." + "reason": "Unrelated workflow maintenance: self-comment CI vs SSH runner/memory-monitor and env handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner memory-monitor/token handling vs benchmark dispatch trigger; unrelated workflow behavior." + "reason": "Different workflows and purposes; SSH runner hardening is not the same change as benchmark trigger support." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow targets and fixes; ssh-runner hardening is unrelated to anti-slop permissions." + "reason": "SSH runner changes are unrelated to anti-slop permission adjustments." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes are unrelated to assign-reviewers checkout ref selection." + "reason": "No shared bug/change; SSH runner hardening vs reviewer assignment checkout fix." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems: ssh-runner secret handling vs PR CI security-gate logic." + "reason": "Different workflow concerns and different fixes; not the same underlying issue." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "No shared underlying bug; these are separate workflow hardening edits in different files." + "reason": "SSH runner secret handling is unrelated to PR CI security-gate permission/approval logic." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner environment cleanup and pr-ci-security-gate comments are unrelated." + "reason": "Unrelated changes: SSH runner workflow vs a note in the PR security gate workflow." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow edits, but they change different jobs for different purposes; not the same bug." + "reason": "Both are workflow tweaks, but they change different workflows and different triggers/permissions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permissions and assign-reviewers checkout behavior are unrelated changes." + "reason": "Different workflow jobs with different fixes; no same code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and code paths; permissions in anti-slop vs commit-message parsing in build-ci-docker-images." + "reason": "Anti-slop permission change is unrelated to build-ci-docker-images commit-message handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and fixes; not the same underlying issue." + "reason": "Different security/automation workflows with no shared underlying defect." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers base ref checkout is unrelated to benchmark trigger expansion." + "reason": "Reviewer assignment checkout ref fix is unrelated to benchmark dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and changes; no shared concrete code-path problem." + "reason": "Different workflows and different behavior; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout adjustment is unrelated to PR CI security-gate logic." + "reason": "Reviewer assignment workflow fix is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow trigger change and build-ci message parsing are separate concerns." + "reason": "Benchmark trigger change and commit-message parsing fix are distinct workflow updates." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "These are unrelated workflow changes in different files with different behavior." + "reason": "Different workflows with different goals; no same underlying bug/change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; build-ci image tag detection is unrelated to PR CI security gating." + "reason": "Build-image trigger parsing is unrelated to PR CI security-gate checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and change intent; not the same underlying change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Build-ci docker-image tag parsing and pr-ci-security-gate comments are unrelated." + "reason": "Different workflows and fixes; commit-message handling vs security-gate permissions." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete changes: one adds file-change checks, the other adjusts permissions/approval flow." + "reason": "Same file, but different fixes: 46554 adds checkout-and-diff security checks; 46558 changes permissions and approval gating. Related, not duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One changes security-gate behavior; the other only adds explanatory comments, so they are not the same underlying change." + "reason": "46563 is only a safety-note/comment update, not the same underlying workflow change as 46554." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval logic vs comment-only note; not a duplicate change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Unrelated workflows and fixes; build-ci parsing is not the same as pr-ci-security-gate documentation notes." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow areas and no shared concrete bug." + "reason": "Permissions/approval gating changes are distinct from the comment-only reusable-workflow note." } ] }, @@ -22729,7 +22915,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "94f045f54cc70afd274839a9d13d08430dda6be319c00850dc9a90a663f8e64e", + "prepared_review_unit_hash": "f6ebb04940e0a9c68d8c769ead0bd23f0216864ae5689ae50f7f788281352ffb", "component_budget": { "node_count": 2, "item_count": 2, @@ -22751,18 +22937,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs replace file-open based source introspection with safer alternatives, but they target different modules and different call sites, so they are related in theme rather than duplicates.", - "confidence": 0.89, + "summary": "These PRs share a superficial theme of removing file-open based 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 46152 is the broader representative: it adds a reusable source-resolution helper in import_utils and addresses the underlying file-open pattern at the utility level.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the most concrete, test-backed fix for a specific code path, but it remains a separate change from PR 46152.", + "best_pr_reason": "PR 46152 is the broader representative of the open()-removal theme, but it still addresses a different source-resolution path than PR 46207.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same general motivation, but different concrete code paths: import_utils helper/source resolution versus modeling_utils _can_set_attn_implementation. They are not the same underlying bug or mergeable as one patch." + "reason": "Same general motif, different concrete fixes: 46152 changes import_utils package-file traversal, while 46207 changes modeling_utils attention-implementation detection. They are not the same underlying bug and would not plausibly merge into one PR." } ] }, @@ -22794,52 +22980,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "fcd11ab7f2cd909b51ebe20668ebafe2a1e12b1b03cc9b026a8a0767b6a6adb0", + "prepared_review_unit_hash": "162a561ad1f9ea658d22c357432c469f480f64a0fac69e6dd9b1444164b977e5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5921, - "estimated_input_tokens": 1481, - "estimated_eval_tokens": 3218 + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5921, - "estimated_input_tokens": 1481, - "estimated_eval_tokens": 3218 + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are near-exact duplicates for the StaticLayer.get_seq_length type-hint fix; the cache max-len configuration PR is a separate change and should stay separate.", - "confidence": 0.97, + "summary": "Two PRs are clear duplicates fixing the same StaticLayer type-hint issue in cache_utils.py; the static-cache max-len config PR is unrelated and should not be merged with them.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46173 is the best canonical anchor: it has the same one-file change as 46474, targets the same issue (#45987), and is the earliest/cleanest instance of the duplicate type-hint fix.", + "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earlier and fully explicit fix for the StaticLayer.get_seq_length return-type annotation, directly linked to issue #45987 and with the exact same diff as the later duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 46173 is the strongest representative of the duplicate cluster because it precisely matches the underlying fix, has explicit issue linkage, and is not entangled with unrelated cache-length logic.", + "best_pr_reason": "PR #46173 is the best overall representative because it is the cleanest, earliest version of the duplicate type-hint fix and has the most explicit issue linkage; PR #46436 addresses a different generation-cache behavior bug.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Both touch generation/static cache code, but they fix different problems: 46436 changes max_cache_len handling, while 46474 only adjusts StaticLayer.get_seq_length typing. Same subsystem is not enough to merge." + "reason": "Different bugs: #46436 changes static cache max-len handling in generation/utils.py, while #46474 only adjusts the StaticLayer.get_seq_length type annotation in cache_utils.py. Same broad cache area, but not the same underlying change." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "These are effectively the same PR: identical cache_utils.py type-hint change for StaticLayer.get_seq_length, same issue target (#45987), and no meaningful code-path difference." + "reason": "Same underlying change: both PRs make the identical StaticLayer.get_seq_length return type annotation update in src/transformers/cache_utils.py and both target issue #45987." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst\u2019s summary is grounded in the packet: 46173 and 46474 are near-exact duplicates of the same StaticLayer.get_seq_length type-hint change, share the same file and issue target (#45987), and 46436 is a separate cache max-len fix in different files with a different issue target. The soft-edge verdicts are conservative and mergeability looks sound for 46173/46474." + "feedback": "The summary is grounded in the packet: #46173 and #46474 have the same cache_utils.py type-hint fix and the same issue target (#45987), while #46436 concerns a different static-cache max-len behavior change in generation/utils.py. The soft-edge verdicts are conservative and mergeability is assessed correctly." }, "evaluator_used": true, "retried": false, @@ -22866,7 +23052,7 @@ "soft_pairs": [ "pull_request:46236|pull_request:46621" ], - "prepared_review_unit_hash": "7300c74e3136c2c0bd1f353a92aae17faf8db863da5ba97dcd86db0f06d5c510", + "prepared_review_unit_hash": "460c65772d00a0eacd151ef08a9794d67abf6861754130d1d14d4ee6440d2267", "component_budget": { "node_count": 2, "item_count": 2, @@ -22888,18 +23074,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated documentation translations: one adds a Bengali docs tree and translated pages, while the other adds a Chinese kernels page and updates the zh table of contents. They do not describe the same bug or change, so this is not a duplicate cluster.", + "summary": "These are unrelated documentation translation PRs for different languages and different pages, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46236 is a broad Bengali i18n docs translation, while 46621 is a narrow Chinese kernels documentation addition; they are different locale/content changes.", + "canonical_pr_reason": "PR 46236 is the better canonical PR because it is the larger, more complete documentation translation set and it explicitly targets issue 46222; PR 46621 is a small, unrelated Chinese docs addition.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they address different documentation areas and different languages.", + "best_pr_reason": "PR 46236 is the best representative of the cluster because it has the clearest linkage to a tracking issue and the broader scope, while 46621 is a separate zh-only page addition.", "soft_edge_verdicts": [ { "left": "pull_request:46236", "right": "pull_request:46621", "accept": false, - "reason": "Different translation efforts and different content scope (Bengali docs bundle vs Chinese kernels page). They do not fix or introduce the same underlying change." + "reason": "Reject: different languages and different doc surfaces (bn translation set vs zh kernels page); they do not fix the same underlying change and would not be merged as one PR." } ] }, @@ -22929,7 +23115,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "1615a3f935d0dc25746d7b02afdebade8bb363f8cb4cf81902cb327bc2ec691d", + "prepared_review_unit_hash": "e48768fad776caa8b2f0a3a8e6e9ae516390b9aad167dbb658de6a6d1926b023", "component_budget": { "node_count": 2, "item_count": 2, @@ -22951,18 +23137,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same sliding-window boundary bug in Moonshine streaming; 46546 is the broader, more complete fix and also adds tests. The extra Gemma4 hunk appears to be the same off-by-one issue in a related implementation, so the pair is close enough to cluster as overlapping fixes.", - "confidence": 0.88, + "summary": "Both PRs fix the same off-by-one bug in the sliding-window right boundary (`-dist <= right_window_size` vs `<`) in Moonshine streaming, with 46546 extending the same fix to Gemma4 and tests. They are sufficiently overlapping to treat as the same underlying change cluster.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "46546 is the stronger canonical PR because it includes the Moonshine streaming boundary fix, extends the same correction to Gemma4, and adds test coverage. 46310 is a narrower subset of the same fix.", + "canonical_pr_reason": "PR 46546 is the broader, more complete fix: it patches the Moonshine streaming boundary bug in both code paths and also covers Gemma4 plus tests, making it the best canonical representative of the change.", "best_issue_reason": null, - "best_pr_reason": "46546 is the best representative of the underlying change set: same boundary correction, broader coverage, and tests, making it more complete than 46310.", + "best_pr_reason": "PR 46546 is the best overall representative because it contains the shared bug fix and the additional related implementation/test coverage, whereas 46310 is a narrower subset.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Accept: both address the same off-by-one right-window boundary bug in Moonshine streaming; 46546 subsumes 46310\u2019s Moonshine fix and adds the same correction elsewhere, so they are overlapping fixes for the same concrete issue." + "reason": "Both PRs change the same right-window boundary condition in the same mask function pattern; 46546 is a superset fix that also applies the identical off-by-one correction elsewhere, so they represent the same underlying bug/change." } ] }, @@ -22992,12 +23178,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "182a2c94dc3f6b4d1a924c30da264307671d1781cd47deba45c6794c4bad3515", + "prepared_review_unit_hash": "38f5ec1c00c388afbddba2a6d4c984fdfbe136db30fb81f2db638b8dc93ecf73", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23005,7 +23191,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5938, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23014,18 +23200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests were grouped together, but they address unrelated work: one adds multimodal support to continuous batching, the other adds the HunYuan VL model and its docs/tests. The soft similarity is superficial and should not be merged.", + "summary": "The cluster contains two unrelated pull requests: one adds multimodal support to continuous batching, and the other adds the HunYuan VL model package/docs/tests. They share a broad multimodal theme but not the same concrete change or code path.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for the pair: the changes are on different code paths and would not plausibly be merged into one PR.", + "canonical_pr_reason": "pull_request:46417 is the better representative because it is a complete model integration with substantial implementation, docs, and tests, and has much higher review activity.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46417 is the better representative PR because it is a self-contained feature addition with broad implementation, docs, and tests; 46376 is a separate draft infrastructure change.", + "best_pr_reason": "pull_request:46417 is the strongest standalone PR in the cluster for representing the work: it is a focused, end-to-end feature addition with broad coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Reject: these are different features. 46376 changes continuous batching internals for multimodal support, while 46417 adds a specific HunYuan VL model stack with docs, auto-mapping, processors, and tests." + "reason": "Not the same underlying change: 46376 modifies continuous batching internals for multimodal support, while 46417 adds a specific HunYuan VL model implementation, docs, and tests. They touch different code paths and would not plausibly be merged into one PR." } ] }, @@ -23055,12 +23241,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "0ef0dc407fe0cc56b8d40994f21f15bbd1712990ce131e648499350a8f7db91f", + "prepared_review_unit_hash": "d059c227b039a6beb3b91120aa5293a422ca63a0ded9ce5499e09678aef3dcfb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23068,7 +23254,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23077,18 +23263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer changes, but they are not the same underlying change: one is a code relocation/refactor for MistralConverter, the other adds tekken tokenizer detection/conversion/save support. I would not duplicate-triage them together.", - "confidence": 0.91, + "summary": "These two PRs are related to Mistral tokenizer internals, but they are not duplicates: one is a refactor that moves `MistralConverter` into the `integrations/mistral/` package, while the other adds Tekken tokenizer detection/conversion/save support.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the better canonical representative because it contains the main functional change: tekken tokenizer detection, conversion, and save utilities. PR 46603 is primarily a structural move of MistralConverter into the integrations package.", + "canonical_pr_reason": "PR #46604 is the more substantive, feature-level change in the cluster: it introduces Tekken tokenizer support and related utilities, while #46603 is primarily a code move/refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 is the strongest standalone PR in the cluster since it introduces the concrete new tokenizer behavior; PR 46603 is an adjacent refactor rather than the same fix/change.", + "best_pr_reason": "PR #46604 is the best representative of the cluster because it carries the broader functional behavior change; #46603 is a narrower packaging/refactor PR.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Same subsystem, but different changes: 46603 relocates MistralConverter, while 46604 adds tekken tokenizer support and related utilities. They do not fix the same concrete bug and would not naturally merge into one PR." + "reason": "Reject: despite overlapping Mistral tokenizer files, these PRs address different changes. #46603 only relocates `MistralConverter`, while #46604 adds Tekken tokenizer detection, conversion, and save support. They are not the same underlying fix and would not be merged as one PR." } ] }, @@ -23107,8 +23293,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46615-2", "nodes": [ @@ -23173,8 +23359,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46616-2", "nodes": [ diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 0fd06927a6605c3daf7a9be48dc86534478396a7..1cd94122a91441452cc9df6529c50364b64a0928 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260614t060034z", + "analysis_id": "hybrid-model-20260614t120024z", "archived_artifacts": { - "hybrid": 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unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime failure vs Qwen3.5 SFT embedding unpacking; different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures with no shared concrete code path." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call and MPS histogram int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call vs SFT input embedding unpacking; different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the affected models and concrete failures differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different v5 docs cleanup items; not the same documentation change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram int error; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "SFT embedding unpacking issue vs MPS histogram int error; different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy path and autocast dtype mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch in DeepSpeed and CustomTrainer kwarg error are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpoint mismatch vs GenerationMixin import failure; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy issue and mask shape mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure vs outdated RAG examples docs; different kinds of issues." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint and missing text encoder weights are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility regressions, but they affect different runtime/support configurations and are not the same concrete failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The only true-duplicate call is well-supported by the two very close Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports, while the other pairs are reasonably rejected based on distinct titles and 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": 21, + "review_unit_index": 2, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "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:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:45823|issue:46294", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "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:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:45800|issue:45823", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464" + ], + "prepared_review_unit_hash": "3985e11ae728ac46cba3bf3869faeaa70948087ecc87edcc4a3b22be5a33cdaf", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40029, + "estimated_input_tokens": 10008, + "estimated_eval_tokens": 20272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous symptom-match noise (IndexError/load failures/docs/runtime incompatibilities). The only clear duplicate pair is the AutoTokenizer regression reports: Granite-only in 45812 and the broader multi-model regression in 45920.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report: it covers the tokenizer regression across several model families, is open, and has inbound references. issue:45812 is a narrower Granite-only instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best cluster representative because it states the underlying regression most generally and is already tracking the wider impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: vLLM model load error for PaddleOCR-VL vs distributed=0 compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they involve different models and different stack contexts; not enough to treat as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated model-specific errors: Gemma3TextConfig attribute missing vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup issue is unrelated to the USE_DISTRIBUTED=0 compatibility break." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different API/documentation regressions." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and failures: GPT-OSS AMD GPU support vs table-question-answering crash." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are model-specific multimodal issues, but they are different code paths and symptoms (device mismatch vs video token/template mismatch)." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy routing is unrelated to the Qwen3-vl video StopIteration error." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes; no shared concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug vs stale RAG docs; unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH loading failure is unrelated to documentation drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code regressions and USE_DISTRIBUTED=0 breakage are different compatibility issues." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying tokenizer regression: 45812 is the Granite-specific instance, while 45920 describes the broader multi-model wrong-token-ID bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are different problems." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes initialization incompatibility is unrelated to distributed-disabled torch support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config errors: Gemma3 sliding_window_pattern vs Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both mention IndexError, but the reported failures are different and model/context-specific." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/running failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 corrupted checkpoint are distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are unrelated compatibility bugs." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BertModel index error is unrelated to torch 2.4.1 / transformers 5.8.0 compatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression vs table QA crash; different code paths." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic break." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different models and failure modes; no duplicate evidence." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attribute error and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure is unrelated to the MPS MoE histogram_int error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime failures on different backends/models; not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE-related runtime issues, but they are different errors, different models, and different execution paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3TextConfig sliding-window attribute errors." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-compilation TypeError are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they are different shapes, different models, and different failure contexts." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different model-support issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic regression are separate v5 issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5 training behavior, but one is a mask-shape IndexError and the other is TRL SFT embedding unpacking; not enough to merge." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm/tracing failure in Mixtral is unrelated to GPT-OSS tensor-parallel-only behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat API failure are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the one clearly related pair (45812/45920) and does not overclaim the rest. The representative-issue rationale is supported by the titles, open state, and inbound references on 45920." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|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:45183|issue:46463", + "issue:44492|issue:44512", + "issue:46489|issue:46491", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928" + ], + "prepared_review_unit_hash": "2de00ebe174f1048d1123a10c863b4b83115f40b189106ff6de7716a8170551d", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37033, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports, with one clear duplicate pocket around the v5 non-persistent buffer regression. Most other soft pairs are only loosely similar at the symptom or subsystem level and should stay separate.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43950 is the strongest hub in the cluster: it describes the concrete v5 non-persistent-buffer corruption regression, and it cleanly overlaps with 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best single representative issue because it is specific, regression-oriented, and has the clearest duplicate linkage in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is an image dtype mismatch and the other is a video feature/token mismatch in a different model path." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is a broad remote_code regression; the other is a torch/transformers version compatibility complaint." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing error in Mixtral is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video/Qwen models, but they describe different concrete bugs and likely different code paths." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask shape mismatch and zero-sized tensor index error are different initialization/runtime failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 quality regression and nonsensical AutoModel/pipeline output are too broad to treat as the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Config unwrapping in multimodal AutoModel creation is unrelated to uninitialized rotary embedding memory after to_empty()." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error is a different problem from TRL SFT input embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes: dtype mismatch vs trainer-specific unpacking error." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "These are unrelated model-specific issues with no shared concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback gating are separate concerns." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head issue and the other is a broader translation-model regression." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different code-path problem than tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer math behavior and docs mentioning a removed run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to tied-weight regressions." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message issues, but they target different validation paths and models; not clearly one bug." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and stale docs about a removed command are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different round-trip symptoms." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different defects." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared underlying bug: NVFP4 runtime issue vs invalid-method call in GraniteMoEHybrid." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression; both describe the same buffer-initialization bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "A broken documentation example is not the same as a model quality/output regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent buffer corruption problem in Transformers 5.x." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer argument and ZeRO-3 zero-sized index error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosions from 3D position_ids are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The non-persistent-buffer trio (43644/43950/44534) is a well-supported duplicate pocket from the titles, and the remaining soft pairs are mostly rejected in a cautious, defensible way. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489" + ], + "prepared_review_unit_hash": "576977c3f5b1332a360ce07c3df792fe12f69f42094a9b7d52ee82d27d86dde0", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37917, + "estimated_input_tokens": 9480, + "estimated_eval_tokens": 19216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers regressions, with several tokenizer/model-loading issues and one plausible duplicate pair around non-persistent buffer materialization. Most soft pairs are only superficially similar and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45920 is the best cluster anchor because it is the broadest tokenizer-regression report here, spans multiple model families, and cleanly represents the recurring v5 tokenization theme in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest single issue to keep: it is general enough to cover the main tokenizer-ID regression pattern without being tied to one model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/loading TypeErrors, but they involve different backends and failure modes (`_is_hf_initialized` vs missing Float8 storage); not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but 45920 is a broad AutoTokenizer ID regression across many models while 46489 is a DeepSeek-Coder-specific output bug tied to a gap in a prior fix." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Same general tokenizer/model quality area, but one is a SigLIP2 embedding quality complaint and the other is a version-wide tokenization change; different root causes." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "One reports a corrupted Ovis2 checkpoint, the other reports noisy load-time warnings; not the same underlying defect." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "These look like the same non-persistent-buffer/materialization bug: from_pretrained/to_empty leaves buffers uninitialized, and `inv_freq` is a concrete manifestation of that corruption." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too little evidence they share one code fix." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failures: bad AutoTokenizer error message for Voxtral vs missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5/MoE-related behavior, but one is a FlashAttention packed-sequence crash and the other is CPU-offload incompatibility in rotary embedding; distinct code paths." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is LoRA gradient-checkpointing behavior and the other is int4 quantization OOM; different mechanisms." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model subsystems and failures: Gemma-4 FSDP2 shared_kv_states bug vs Qwen3_5Moe buffer materialization corruption." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a relative embedding-quality complaint and the other is an HF-vs-JAX implementation discrepancy; not clearly the same defect." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated model-loading problems for different models; no shared concrete bug is apparent." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about unnecessary load-time noise, the other is a hard failure loading ScandiBERT; not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training-time errors: DeepSpeed weight-dimension runtime error vs early-stopping metric validation." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 flash-attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading models, but one is noisy output and the other is a model load failure; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both touch training memory, but one is LoRA checkpointing and the other is Qwen3 MoE memory inefficiency; not a duplicate pair." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code/trust_remote_code regressions, but one is missing fields from AutoConfig and the other is a broader breakage report; too broad to merge confidently." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different advanced loading configs and different failures: ZeRO-3 Gemma3 index error vs Qwen3 MoE FineGrainedFP8Config error." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific device/backend issues, but one is an MPS histogram limitation and the other is a Gemma4 device-map mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing class and a bitsandbytes Int8Params constructor error are different failure classes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model failures: glm-4v-9b load failure vs Molmo missing tied-weights metadata." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regressions and Gemma4 device-map forward mismatches are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name bug and remote_code breakage are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device-map mismatch are different model/backend bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across HF versions and a tie_word_embeddings warning are not the same underlying issue." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are version-regression reports, but one is broad remote_code breakage and the other is a Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and likely different loops." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both affect DeepSeek-family tokenization in v5, but one is a LlamaTokenizer pre-tokenizer override and the other is a DeepSeek-Coder output regression from an incomplete prior fix; not clearly one bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the single accepted soft pair is supported by the issue titles. The rejected soft-edge pairs are mostly conservative and do not overclaim duplication. Canonicalization toward issue 45920 is also reasonable given its broad tokenizer-regression scope." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957" + ], + "prepared_review_unit_hash": "814b5fea3b5841eead16dc33c21cccca4213149dbe0a76fb4ca32d6d12e32445", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36727, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a few clear duplicate families: docs for removed pipeline tasks, the `_is_hf_initialized` loading regression, the mask-shape IndexError, Whisper feature-extraction failures, and a Qwen video-input regression. Most other soft pairs are only broadly related and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue fits the whole cluster well; the items split into several unrelated bug families, so canonicalization should be done within each duplicate pair/family rather than globally.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, 44479 is the best representative of a real duplicate family because it describes a concrete regression, names the affected version, and spans multiple affected Qwen video models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs regression about v5 pipeline removals (summarization/translation), just phrased differently." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: one is Mistral3 lm_head tying in a multimodal model, the other is a generic from_pretrained non-persistent buffer corruption regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both center on the same `_is_hf_initialized` / `init_empty_weights` compatibility break, with the same kind of TypeError in model loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both mention loading/compatibility problems, but one is Qwen3MoE FP8 configuration failure and the other is a bitsandbytes/_is_hf_initialized issue; different root causes." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the Whisper audio feature-extraction path; the second is the specific `_torch_extract_fbank_features()` failure behind the broader 'can't run' report." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing weight conversion on load while the other is gradient averaging under GAS with `model_accepts_loss_kwargs=True`; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "One is LoRA/gradient-checkpointing being ineffective, the other is a missing `supports_gradient_checkpointing` flag on a trust_remote_code model; related theme, different issue." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: an unexpected `compute_loss` keyword argument versus a tensor/mask shape mismatch IndexError." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and describe different failures; too broad to merge." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar DeepSpeed ZeRO-3 loading symptoms, but the affected Qwen model variants and failure scopes differ enough that they do not clearly describe the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading problems for unrelated architectures (GLM-4.7-Flash vs NemotronH), so not the same underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Distinct code paths: RLHF gradient explosion from Qwen3.5 position IDs versus a flash_attention crash on `s_aux=None`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same generic mask/tensor shape mismatch IndexError, with only the reported dimensions differing." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression in transformers 5.3.0; one is the broad multi-model report and the other is a specific manifestation." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/loading failures for different models; no clear shared underlying code-path bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are checkpoint-loading complaints, but for different model families and different failure modes." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A ZeRO-3 BertModel index error and a torch version incompatibility are not the same underlying bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both mention rotary/position-related code, but one is a Qwen2.5-VL video/temporal scaling bug and the other is an uninitialized `inv_freq` materialization bug." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different root causes: ZeRO-3 initialization on a non-pretrained Bert model versus a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared-state KeyError and the other is a device-map mismatch during forward." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different bugs in different model families: Mistral-3 image-preprocessor dtype mismatch versus Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Audio-related, but one is track leakage in batched AudioFlamingo3 inference and the other is Whisper empty-transcription handling after `align_special_tokens`." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing Qwen2_5_VL class and meta-device loading breakage are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the cluster\u2019s heterogeneity. The accepted soft pairs are all plausibly same-family matches from the titles, and the rejected pairs avoid overclaiming. No mergeability or duplicate-family claim looks overstated from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "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:43720", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:44560|issue:45685", + "issue:42915|issue:43957", + "issue:44683|issue:46515", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "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:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:46459|issue:46512", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991" + ], + "prepared_review_unit_hash": "41a44b12be4c4a731099f1d2983c2703cdaa495dbebe90785c475856c1ca753b", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of Transformers v5 regression reports around model loading, initialization, tokenizers, and device/offload behavior. Only a small number of pairs are true duplicates; most are thematically related but different bugs or model-specific failures.", + "confidence": 0.79, + "canonical_issue_reason": "`issue:43632` is the broadest and most central regression report in the set, covering a core v5 initialization break that many other loading/custom-model issues orbit around.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43632` best represents the cluster because it captures the main shared theme: a foundational Transformers v5 loading/initialization regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and failure modes: Qwen3-VL video StopIteration vs MoE MPS histogram error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime regressions, but the root causes differ: Qwen3MoE FP8 config vs meta-device loading." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different compatibility problems tied to different torch versions; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; one is just a Jupyter-specific description of the same breakage." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code paths: Bamba SDPA + torch.compile vs Qwen3.5 flash-attention packed-sequence handling." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention embedding/video/training, but the failures are unrelated and on different code paths." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying bug; one is a script runtime failure, the other is GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to Qwen3MoE FP8 loading." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch and torch 2.4.1 incompatibility are distinct problems." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping edge case vs Gemma4 device placement issue; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask-shape IndexError are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same inference regression; the second report is a broader restatement of the same bad outputs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Core v5 initialization flag regression vs Kosmos2.5 long-OCR indexing error; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading failures, but they involve different models and validation paths." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT index error is unrelated to the tokenizer-mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same: zero-sized BERT/ZeRO-3 init bug vs tokenizer mapping bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload load failure vs Strix Halo mmap OOM; different underlying causes." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is incorrect inference outputs and the other is a documentation/example issue." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE hf4\u2192hf5 LoRA incompatibility and BitNet packed-weight loading are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Clear duplicate: both reports say non-persistent buffers are filled with junk in Transformers v5." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: device-mapping cuda assert vs FineGrainedFP8Config." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 config failure and mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA model compatibility and Gemma4 embedding resizing are separate issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is checkpoint loading and the other is from_config initialization." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they are for different repositories and no shared root cause is evident." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading regressions affecting different models." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention issues are distinct." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 ZeRO-3 load failure and visual-encoder save_pretrained regression are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer bugs, but different model families and likely different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative: it frames the cluster as a loose group of Transformers v5 loading/initialization/tokenizer/device regressions rather than overclaiming a single root cause. The duplicate/near-duplicate judgments are also cautious and plausible from the issue titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292" + ], + "prepared_review_unit_hash": "57a3e8ddf496c902a554a57fad265a4a772fd5e927a974d682c5b9fd31b89f06", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37135, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated standalone regressions across different models/features. There is one close thematic pair around `resize_token_embeddings`, but not enough evidence to treat any soft edge as the same underlying bug. If a single representative is needed, issue 45276 is the clearest candidate.", + "confidence": 0.66, + "canonical_issue_reason": "No strong cluster-wide canonical exists; issue 45276 is the most concrete and representative regression report, and it is the closest to another item in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the best representative because it describes a precise, actionable bug with model-specific symptoms and the strongest near-duplicate signal in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: trainer checkpoint resume/max_steps math vs SGD optimizer arguments being ignored." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but they affect different behaviors and code paths: non-persistent buffers vs notebook custom model init." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory concerns, but one is Qwen3 MoE training efficiency and the other is quantization offloading; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is broken docs/example code and the other is incorrect runtime outputs with AutoModel/pipeline." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different underlying problems: Qwen3 MoE training memory efficiency vs int4 quantization OOM from reserved CUDA memory." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures affecting different models and root causes; not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE deepspeed/accelerate conversion bug is unrelated to a unit-test model loading mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA compatibility across hf versions is unrelated to `resize_token_embeddings` not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different issues: LoRA model reuse across versions vs Qwen3-VL shape mismatch on load." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model/quantization loading, but one is a GLM5 issue and the other is save/load corruption for sinq-quantized models." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/saving, but one is extra_state serialization and the other is `init_empty_weights` passing an unexpected init arg." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: chat invocation crash for Qwen3.5-35B vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar symptom, but different model architectures and affected embedding targets; not enough evidence for one shared concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggers: packed-sequence misinterpretation vs `s_aux=None` handling." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "General incompatibility reports, but one is torch version support and the other is meta-device loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are token/vocab-related, but one is a tokenizer vocab-size mismatch and the other is a model loading regression for a specific checkpoint." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is quantization offloading behavior and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing behavior is unrelated to the Apex RMSNorm memory leak in T5." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they affect different models and different generation pipelines." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated bugs: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference token/embedding leak." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model/documentation problems: SigLIP2 docs errors vs GLM5 loading/model issue." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model bugs: Gemma4 FSDP2 attention state handling vs Qwen 3.5/3.6 `from_config` text_config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different meta/init loading failures; one is `_is_hf_initialized` argument handling, the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated import failure and Whisper pipeline regression; no shared code-path bug." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both concern Qwen/Gemma model internals, but they are different bugs in different subsystems: FSDP2 attention state vs CPU offload rotary embedding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes and fixes: quantization reserved-memory growth vs disabling mmap on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/load issues for different models; not the same underlying defect." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio batching leak is unrelated to Gemma4 PLE device-mismatch during auto device mapping." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different loading regressions: meta-device model loading vs mmap-induced OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective under LoRA and the other is disallowed in eval mode." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Closely related symptom, but the affected model hooks differ enough that this is safer as a related report, not a duplicate." + } + ] + }, + "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": 21, + "review_unit_index": 8, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:39404|issue:44912" + ], + "prepared_review_unit_hash": "3d00773e8a05a3322f2374be2debd147854c8f83fc82515defcde678c233e835", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36462, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several unrelated Transformers regressions are grouped by broad similarity, not by a single underlying bug. Only one soft pair looks like a true duplicate (the resize_token_embeddings/output embedding issue).", + "confidence": 0.55, + "canonical_issue_reason": "Issue 45698 is the strongest representative of the custom-model save/load regression subgroup: it is open, concrete, and has the clearest end-user impact after save_pretrained/from_pretrained. That said, the overall cluster is mixed, so it is only a partial canonical fit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best standalone issue in this set because it is specific, actionable, and has the most discussion around a reproducible custom-module loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but one is checkpoint loading failure while the other is a broken example; not the same concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "Different failure modes: MPS histogram error in MoE vs Nemotron example breakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading are unrelated code paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap for OOM." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode error is not the same bug as Qwen3.5 RLHF NaN from 3D position_ids / SDPA fallback." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-load unit-test failure and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model save/load, but one is read-only permission propagation and the other is loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states bug are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message on mistral_common are different tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and checkpoint-resume max_steps calculation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: one is the generic output-embedding propagation failure, the other is the T5Gemma-specific decoder.embed_tokens manifestation." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device-related, but one is autocast mismatch on a specific model and the other is meta-device loading; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load failure are separate regressions." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are not the same underlying problem." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are too broad and do not point to one shared fix." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are distinct tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip regression are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map mismatch are separate code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure and notebook custom-model initialization failure are different custom-model regressions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch incompatibility and Gemma4 PLE device mismatch are not the same issue." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are different failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and attention-mask shape mismatch are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and template-node compilation errors are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated repro of a prior issue and a PagedAttentionCache crash are not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export / torch_compilable_check failure and Perceiver interpolation bug are different model/export paths." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being heterogeneous. The one accepted soft pair (45292/45335) looks like the clear same-bug resize_token_embeddings duplication, and the other rejections do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43611|issue:43644", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43582|issue:43632", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:34567|issue:40444" + ], + "prepared_review_unit_hash": "99aa8c9fc4f54544bf73c8a63bbbff27fb02973185bc012000155b47f498b153", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items are mostly unrelated model-specific regressions, tokenizer bugs, loading issues, and training/runtime failures. The soft-similarity pairs mostly share broad vocabulary or subsystem names, but not the same underlying bug, so none should be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues span unrelated root causes across different models, tokenizers, loading paths, and runtime features.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because there is no coherent duplicate set here\u2014each report appears to be a distinct bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Both are inference/output bugs, but one is about SigLIP2 producing nonsense via AutoModel/pipeline and the other is ModelOutput key handling when a previous value was None." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but they describe different failure modes: one is a v5 breakage for Qwen3VL MoE models, the other is a weight-shape mismatch for Qwen3-VL-30B." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different bugs in different models: CamemBERT masked-LM predictions versus tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "One is a T5 tokenizer method-name conflict; the other is a gguf_file loading regression in AutoTokenizer/AutoModel." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption with sinq is unrelated to the mistral_common tokenizer bug in continue_final_message." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The first is an isolated reproduction of a separate issue; the second is a tokenizer behavior bug in mistral_common." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error and compiled flex_attention failures on torch>=2.9 are different code paths and root causes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash involving backend_tokenizer." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM avoidance are different performance/memory issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load behavior is unrelated to the v5 video-input regression affecting Qwen VL models." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert failing is a separate tokenizer/model-loading problem from the Mistral regex backend_tokenizer crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are different loading failures for different repositories; they do not indicate the same bug." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json in AutoTokenizer is a different issue from DeepSeek-Coder v1 producing incorrect output due to a v5 tokenizer regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a tied-weight bug in Mistral3ForConditionalGeneration are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk initialization are separate v5 regressions." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language regression and CamemBERT masked-LM prediction errors are entirely different model-specific issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like failing on TOKENIZER_MAPPING_NAMES is unrelated to a torch 2.9 flex_attention compilation failure." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload behavior, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding CPU offload compatibility are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor/model dtype mismatch is unrelated to the 'non template nodes' compilation TypeError." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder weights not loading are distinct model-loading regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError and the broken _is_hf_initialized flag concern different subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code AutoConfig field loss is unrelated to PagedAttentionCache crashing on Qwen3.5 linear_attention groups." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are separate model-specific regressions." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm torch dynamo tracing errors in Mixtral are unrelated to the template-node compilation TypeError." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are distinct Qwen3-family bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting not updating and Qwen2.5-VL iterable-dataset multi-image finetuning failure are different training 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": 21, + "review_unit_index": 10, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:40444|issue:46326", + "issue:43883|issue:44488", + "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:43746|issue:46326", + "issue:43646|issue:44534", + "issue:44464|issue:45987", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:43322|issue:43540", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "bd09a5021d392c90ac1e274b079352f4174142d9889b1aba1253f83aab4df818", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37672, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This batch is mostly heterogeneous and does not form one duplicate cluster. Only the GGUF loading regression pair (43452/43482) looks like the same underlying bug; the other soft edges are different symptoms or code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the full batch; if one representative is needed, issue 43452 is the broad GGUF-loading regression and the best match for the only clear duplicate pair (with 43482).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the best issue representative because it describes the broader `gguf_file` / `from_pretrained` loading failure that subsumes the more specific Qwen2.5-GGUF report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend packaging, but one is about `.[torch]` missing TensorFlow and the other about an unsupported `tensorflow_text` backend; different failures." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "`non-persistent buffers` corruption and `custom model initialization` are different v5 regressions with different failure modes." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper/tokenization related, but one is `batch_decode(skip_special_tokens)` and the other is empty transcription after `align_special_tokens`; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but one is an unsupported `center` argument regression and the other is a different `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen3OmniMoe video-input handling and Mistral-common `continue_final_message` are unrelated code paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` in Molmo and a specific model load failure for `cjvt/sleng-bert` are not the same underlying defect." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "A tokenizer class-name conflict and a custom-model-in-notebook initialization regression are different problems." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both report the same GGUF loading regression in transformers v5: `gguf_file` / `from_pretrained` loading breaks for GGUF models." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "`device_map=auto` offload/dequantized-model loading is a different failure from the GGUF loader regression." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-compilation failure and GraniteMoEHybrid invalid-method calls are unrelated bugs." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/model compatibility paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate defaulting and batched-vs-single MIMI encoder mismatch are different audio-processing bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech and `continue_final_message` for mistral_common tokenizers are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model initialization breakage and non-persistent-buffer junk are different v5 regressions." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and `StaticCache.get_seq_length()` returning a tensor are distinct issues." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom-model initialization and non-persistent-buffer junk are different regressions." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo weight-key handling and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Missing `lm_head` weight tying in Mistral3 and device-dependent serialization of `lm_head.weight` are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo image-size mismatch are different model/processor issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Padding-mask batch inconsistency in MIMI and DAC `from_latents` mismatch due to missing STE are different code paths." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated Trainer issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A specific model load failure and a Mistral regex patch crash are not the same underlying defect." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfaults and Qwen3OmniMoe video input validation are different multimodal failures." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A GGUF/model-loading regression and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config and `init_empty_weights` receiving `_is_hf_initialized` are different initialization/configuration bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export.export` failing on `torch_compilable_check` and OmDet-Turbo processor output size are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync overhead and a cache-length return-type bug are different performance/API issues." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer class-method conflict and key error loading MobileLLM-125M are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken(special=...)` argument conflict and a model-loading regression for a different repository are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure and missing Float8 storage object are different low-level errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary matches the packet\u2019s titles and soft-pair signals, and the lone accepted pair (43452/43482) is a reasonable conservative duplicate call. The rejected soft edges are phrased cautiously and do not overclaim identity beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:43632|issue:44756", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:43632|issue:44534", + "issue:40990|issue:44811", + "issue:43482|issue:43525", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:43421|issue:44568", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43531|issue:44291", + "issue:43818|issue:46402", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "702a1fd3cbd1eeee3680cd6988be8eeb91fc97707039fc819d42ebcba68cbe3d", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36911, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated transformer bugs/regressions. The soft pairs share at most a model family or subsystem, but not the same concrete failure path, so none should be merged as duplicates. No PRs are present in the cluster.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, explicit v4\u2192v5 regression affecting all Granite models, with multiple inbound references and a clear user-visible impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global issue candidate because it is clearly scoped, regression-oriented, and broad enough to represent a meaningful duplicate cluster if one were formed around Granite tokenizer breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and failure modes: audio feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family and API surface, but the titles point to different save_pretrained regressions and versions; not enough evidence of one identical bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL video/vision code, but one is a broad multi-model video input regression while the other is a specific rope-index scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Completely different problems: Qwen3-MoE sliding window behavior vs Granite Speech config loading." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizers in v5, but one is a tokenizer load failure for a specific model and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated models and code paths: T5 tokenizer initialization error vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "One is a Torch compatibility issue; the other is a logging/noise problem when loading a transformer." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regression classes: base_model_prefix loading breakage vs non-persistent buffers being initialized with junk." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different code paths: _is_hf_initialized regression vs mmap/OOM handling on Strix Halo." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is a finetuning failure with iterable datasets and multiple images, while the other is a temporal position_id scaling bug." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one changes Granite token IDs broadly while the other is a CodeLlama encode/decode space-roundtrip bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic transformer loading noise is not the same as a specific tokenizer load regression." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both touch Qwen VL training/finetuning, but they describe different scenarios and failure modes on different model variants." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and missing supports_gradient_checkpointing flag are distinct issues." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 loading/runtime errors, but they involve different mechanisms: init_empty_weights argument handling vs Float8 storage deserialization." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Language-model perplexity evaluation and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different load-time bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max-length configuration are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL finetuning with multiple images." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and a specific BOS/EOS add_special_tokens regression are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different issues." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging omission of tensorflow in a torch extra and a backend error when only tensorboard is installed are related only loosely by TF backend presence." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument handling are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA tower architecture bug and Sam3Model text encoder weight loading are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and v5 non-persistent buffer junk initialization are unrelated 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": 21, + "review_unit_index": 12, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43818|issue:45357", + "issue:43644|issue:44079", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:40444|issue:45381", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720" + ], + "prepared_review_unit_hash": "00aabc6d8f1b6d77f2ef5bd022df837fec41c40e36e4463305da0090afcca453", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "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": "This cluster is mostly a collection of unrelated model-specific regressions. The Qwen2.5-VL 5.3.0 image/video position-id reports (45325 and 45381) are the closest pair and are likely related, but they should be treated as a possible duplicate rather than a confirmed same-bug match; the rest are appropriately separate issues.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45325 is the best anchor because it gives the most specific root-cause framing for the Qwen2.5-VL 5.3.0 position-id regression. issue:45381 is closely related and likely points to the same family of vision-position-id problems, but the image vs. video paths are not clearly proven to be the exact same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the strongest representative issue for this cluster: it is technically specific, tied to a concrete Qwen2.5-VL 5.3.0 regression, and best captures the likely shared vision-position-id problem described by the nearby report 45381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training-loss regressions, but they describe different failure modes and likely different code paths." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "One is about AutoTokenizer ignoring tokenizer.json; the other is a Granite-specific token-ID regression." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but they affect different models and different underlying bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Completely different subsystems: device-map CUDA assert vs Mistral tokenizer regex patch failure." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA model-weight/temporal-attention issue is unrelated to Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both are v5 regressions, but one concerns non-persistent buffers and the other ModelOutput key assignment." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention transformers v5 model init/load breakage, but the reported symptoms are distinct enough that they do not clearly share one concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bf16 dtype mismatches are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend extra issue vs vLLM model-loading failure; no shared code path." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "These look likely related and may be a possible duplicate pair, but the packet does not prove the image and video position-id regressions are the same underlying bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL multimodal inputs, but one is dataset/multi-image finetuning and the other is a position-id bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with no indication of a shared mechanism." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are separate issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch lm_head / tied weights, but one is a loading/generation failure and the other is a device-dependent serialization regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id regression vs Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are different regressions." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling and strict config loading are separate failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offloading behavior and tokenization changes are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are different model bugs." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading and torch-vs-transformers compatibility are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch and torch.export failure on compiled checks are separate code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation failure do not share a concrete bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation and Qwen3 device-map CUDA assert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overstates the 45325/45381 relationship. The packet supports that these are closely related Qwen2.5-VL 5.3.0 vision-position-id regressions, but not that they are a confirmed duplicate or definitively the same underlying bug across image/video paths. Please soften to 'likely related' / 'possible duplicate' rather than 'only clear duplicate pair' / 'same underlying bug.' The other soft-edge rejections look appropriately conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:44568|issue:45920", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:42796|issue:44977", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:26413|issue:28530", + "issue:43526|issue:43883", + "issue:44466|issue:45357", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42617", + "issue:43881|issue:44991", + "issue:36331|issue:42915" + ], + "prepared_review_unit_hash": "0f1c504e5a67abbb009c46dd27c88200a2c53002f93e2080c527de0cb9dde4ed", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36878, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the candidate pairs share broad vocabulary (loading, offloading, serialization, tokenizer, etc.) but not the same underlying bug. I reject all soft edges as duplicate matches. There is no real canonical duplicate issue here; if an anchor is needed, the open offloading/quantization report is the broadest representative.", + "confidence": 0.92, + "canonical_issue_reason": "No true canonical duplicate stands out: the items span unrelated model-, tokenizer-, training-, and loading-path bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest active representative around offloading/quantization behavior and is the most central theme in this set, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: tied-weight text generation corruption vs torch.compile/SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both involve multimodal examples, but one is a docs/model-processor mismatch and the other is an iterable-dataset finetuning failure." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: CPU-offload device mismatch vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER padding/truncation crash is unrelated to torch.export / torch_compilable_check failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but they are different models and distinct device-mismatch symptoms." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated: sliding-window masking off-by-one vs tokenizer conversion slowdown." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different problems: padding-mask discrepancy in MIMI vs OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: tied-weight serialization vs bf16 dtype mismatch in inference." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior and the other is incorrect token IDs across models." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion bug is unrelated to missing gradient_checkpointing support." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: batched-vs-single output mismatch vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but the concrete failure modes and stages differ." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker issue is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: tied weights/garbage text vs packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on a model is unrelated to gradient checkpointing ineffectiveness with LoRA." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in one config is unrelated to text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on Llava Next loading is unrelated to sinq save/load breakage." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure is unrelated to early-stopping metric lookup." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels bug in BeitImageProcessorFast is unrelated to missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save_pretrained serialization, but they concern different weights and different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Memory OOM under int4 quantization and apex RMSNorm memory leak are different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping CUDA assert and flash-attention generation failure are distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is a model load failure and the other is a tokenizer load regression." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword and FP8 Qwen3Moe failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064" + ], + "prepared_review_unit_hash": "df04040439a0de1db383f11868193b349a8120c55d2dd59ff63aed7355371bb5", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36640, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes trainer bugs, tokenizer/config regressions, multimodal processor issues, offloading/quantization failures, and model-specific loading problems. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits well; the titles and failure modes are too diverse to represent this cluster with one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest representative of the cluster\u2019s regression-like theme (version-dependent tokenizer behavior), though it is still not a true duplicate center.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different problems: strict config loading vs tokenizer loading for a specific model." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug and tokenization regression are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity quality issue on one model is not the same as tokenization changes across versions." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is different from a dtype mismatch in inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different SAM3 components and different failures: dummy Conv2d vs missing text encoder weights." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap OOM avoidance are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and a 3d_parallel.py launch failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure and packed-weight loading failure are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer max_steps resume logic are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 is unrelated to saving wrong visual encoder keys in Qwen3.5." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 device-mismatch are different model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve loading/compute issues, but they affect different models and different mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as a tokenizer behavior change across versions." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes and image-size mismatch in a processor are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different image preprocessing failures; not one underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8 config failure and dequantized offload loading failure are distinct." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and missing _tokenizer on Gemma4Processor are different processor/runtime bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are unrelated save/load issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "CUDA assert on one Qwen3 path is not the same as TP not working on GPT-OSS MoE." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Model FP8 loading failure and pipeline import/version gating are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are different issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric selection and multi-GPU training for Qwen2-VL are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer signature mismatch and Qwen3 auto device-map CUDA failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FP8 config failure and Llava Next segmentation fault are not the same problem." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig and rotary_pct reload behavior are different config bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping setup and void segmentation-map processing 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": 21, + "review_unit_index": 15, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:29159|issue:36032", + "issue:44387|issue:45701", + "issue:43388|issue:45059", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45357|issue:46402", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:45588|issue:45759", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:39692|issue:44610" + ], + "prepared_review_unit_hash": "92e5a704fb932216ab8b96a3d6c6173e33dd9b73f45230935e0ac4c965c7c606", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs mostly share only broad subsystem terms (tokenizer, offload, multimodal, docs) but point to different concrete failures. I would not merge any of these pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a safe canonical representative because the candidate pairs span distinct bugs across tokenization, model loading, offloading, metrics, docs, and multimodal processors.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly dominates as a global duplicate target; the set is too mixed to justify a representative canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different failure paths and model families: Qwen3OmniMoe video input ValueError vs Qwen3VL weight_only load error." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive-generation cache behavior are unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading regression vs T5 RMSNorm memory leak; not the same underlying issue." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA/torch.compile bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset handling are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but Bark CPU offload device mismatch and BitNet packed-weight loading are distinct bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Generic slow/fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens class-name conflict." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric label truncation and SAM3 text/bounding-box behavior are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech local PEFT loading are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and composite-config text_config unwrapping are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash model-path warning and undefined video-token helper variables are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch CPU offload bug is not the same as tokenizer mask token registration." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect saved visual-encoder keys and Sam3 text-encoder weights not loading are different load/save regressions." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming API failure are different concrete code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset failure and Qwen3 auto device-map cuda assert do not describe the same bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation cache handling are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/config issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue and missing Float8 storage type are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are distinct bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation for Qwen3.5 is not the same as the zero-loss single-label classification regression." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention crash on s_aux=None and Qwen multimodal config unwrapping are unrelated code paths." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation failure and bfloat16 dtype mismatch are different failures." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword conflict and ScandiBERT loading failure are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast and PIL-backend torchvision requirement are unrelated regressions." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as saving wrong visual-encoder keys." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor/model size mismatch 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": 21, + "review_unit_index": 16, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44220", + "issue:44514", + "issue:44545", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:44514|issue:44545", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:45704|issue:45859", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:43421|issue:43653", + "issue:45759|issue:45923", + "issue:39692|issue:43873", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:44220|issue:44661", + "issue:43550|issue:45072" + ], + "prepared_review_unit_hash": "72dabc679e5ffbcdc7655919719e0e63c0af97a0ba563548e80f560822351f0b", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and should not be treated as one large duplicate cluster. I only see two true duplicate pairs: the Qwen2_5_VLProcessor batched `padding=False` crash, and the offline tokenizer/cache regression driven by `_patch_mistral_regex` calling `model_info()` unconditionally. Everything else looks like distinct bugs or unrelated feature/regression reports.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 44843 is the strongest representative of a real duplicate pair because it pinpoints the root cause of the offline tokenizer failure; it also cleanly subsumes the broader symptom reported in 42886.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the best issue to keep as the representative report: it has the clearest actionable diagnosis and the broadest symptom coverage within the actual duplicate-worthy items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both involve training behavior, but one is about gradient checkpointing in eval mode and the other is a ZeRO-3 gradient explosion; different bugs and code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when `padding=False`; titles describe the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT trainer embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different failures with different triggers." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates in TokenizersBackend and DiaConfig save/load token ID loss are unrelated issues." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex RMSNorm memory leak and a missing `supports_gradient_checkpointing` flag are unrelated model/runtime bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT-adapter local checkpoint loading and sinq quantized save/load breakage are both loading-related but clearly different root causes." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex/T5 memory leak and Qwen3.5 MoE CPU offload incompatibility are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization regression are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer/cache failure; 44843 identifies the likely cause in `_patch_mistral_regex` via an unconditional `model_info()` call." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer incorrect use_cache results and T5 decoder-input validation error messaging are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are VL-model 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:43653", + "accept": false, + "reason": "Runtime special-token post-processing and BigBirdTokenizer mask-token registration are different tokenizer bugs." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Unwrapping `text_config` for composite Qwen multimodal configs is unrelated to the missing gradient-checkpointing flag." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch and quantization offloading behavior are not the same underlying problem." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and CamemBERT masked-LM regression are separate model-specific issues." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter checkpoint loading and quantization offloading are different load-path bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and `GenerationMixin` import failure are entirely different subsystems." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch mistral/tokenizer logic, but one is an AttributeError in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/regression/warning issue; too different to merge." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction/STE mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init indexing and `_torch_extract_fbank_features()` are different failures." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3.5 video-token/feature mismatch are similar domain-wise but not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer access regression and Kosmos2.5 long-OCR index error are different problems." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing `CLIPOutput.attentions` assignment and RTDetrV2 output drift in v5 are unrelated model regressions." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Feature-extraction failure and `TOKENIZER_MAPPING_NAMES` handling in add-new-model-like are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The two accepted duplicate pairs are well supported by the issue titles and descriptions: 44514/44545 are effectively the same Qwen2_5_VLProcessor batched-padding bug, and 42886/44843 plausibly describe the same HF_HUB_OFFLINE tokenizer/cache failure with a more specific root-cause report in 44843. The remaining soft-edge rejections are appropriately cautious and do not overclaim similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "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:45987", + "issue:46032", + "issue:46512" + ], + "soft_pairs": [ + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:30064|issue:36331", + "issue:44843|issue:45081", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:43388|issue:46032", + "issue:45183|issue:45479", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43950|issue:45987", + "issue:43716|issue:44008", + "issue:43644|issue:43749", + "issue:43582|issue:46512", + "issue:44485|issue:44509", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44479|issue:45834" + ], + "prepared_review_unit_hash": "b1a836f0e109b7e16aa730e2788ed7bc3d74efa408ef229fb2f660a9a0edc2ad", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36065, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers bugs and regressions rather than a single duplicate family. The soft pairs mostly share broad areas like loading, tokenizers, multimodal inputs, or config handling, but they do not look like the same concrete underlying defect or fix.", + "confidence": 0.91, + "canonical_issue_reason": "Pick issue 43950 as the canonical issue: it is the broadest and most severe core-loading regression in the set, affecting model state integrity via non-persistent buffers and fitting the widest duplicate umbrella if one were forced.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best representative because it describes a generic, high-impact `from_pretrained()` regression rather than a model-specific edge case, and it has clear ecosystem-wide consequences.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizers, but one is a constructor argument bug and the other is a model/tokenizer loading failure; not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model paths and failures: SDPA/torch.compile on Bamba vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated subsystems: LayoutLMv2 NER/padding crash vs Perceiver image classification resize/interpolation failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3 MoE sliding-window behavior is unrelated to AutoConfig missing fields from `trust_remote_code=True`." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as DAC forward/latent mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs in different models: Qwen3OmniMoe video processing vs Gemma3n variable-name collision." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields from remote code and the other is strict config rejection; different causes." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration mistakes, but they affect different architectures and different layer-count logic." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and trainer loss-signature handling are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but different concrete failures: offline hub access vs missing `backend_tokenizer` attribute." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures in different models and code paths: device-mapping assert vs tokenizer loading regression." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Image processor URL loading and template-node compilation error have no shared underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram-int limitation are unrelated runtime issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Doc/example errors for SigLIP2 do not match the long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation is unrelated to Mamba2 cache correctness." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and zero-loss classification behavior are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output-regression reports, but for different models and different mechanisms." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 long-input indexing are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption and `StaticCache.get_seq_length()` returning a tensor are different API regressions." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to Gemma3n's attribute collision in forward()." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both touch loading, but one corrupts non-persistent buffers while the other breaks FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon warmup TypeError and stale `model.config.dtype` are not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and docs mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failure modes in different models." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error 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": 21, + "review_unit_index": 18, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43421", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44291", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45406", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43825|issue:43994", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:34634|issue:36331", + "issue:43782|issue:45325", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:45081|issue:45406" + ], + "prepared_review_unit_hash": "8932daf762628a276cbf310418f48467fe0e5bc3a3830e418ce846614b6fa64c", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35562, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers subsystems. No soft-edge pair is strong enough to merge as the same underlying bug/change, so all are rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45701 is the broadest and most umbrella-like issue in the set: it describes a version-wide tokenization regression rather than a single model- or processor-specific failure, making it the best representative if one issue must stand in for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global issue candidate for triage because it is the most generic regression report and could plausibly absorb nearby tokenizer-related complaints better than the more specialized bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different code paths and symptoms: BLIP2 dtype loading mismatch vs Video-LLaVA temporal-attention/weight-sharing issue." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "One is a mask/index shape mismatch error, the other is trainer.evaluate failing after train; no clear shared root cause." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they point to different Qwen models and different failure modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect pipeline error message about translation support, the other is a model output regression with AutoModel and pipeline." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: weight_only loading failure for Qwen3VL vs flash-attention generation issue for Qwen3.5." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update bug is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression for a specific model is unrelated to pipelines import failing due to kernels version/revision requirements." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template token/feature mismatch is unrelated to a T5 decoder-input validation error message." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code breakage, but one is specifically about is_torch_fx_available removal and the other is a broader compatibility report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are different bugs in different models." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch during inference." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different platforms and failure types: BLIP2 dtype loading vs Apple Silicon TypeError in caching allocator warmup." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type contract bug is unrelated to text_kwargs silently overriding return_tensors." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are v5 pipeline-related, but one is an error-message issue and the other is a docs cleanup issue." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing regression and slow-vs-fast tokenizer inconsistency are too different without stronger evidence of the same root cause." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct model-loading paths." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression is model-specific and not clearly the same as a generic tokenization change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in pip extras is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss float16 AMP/CUDA crashing." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are entirely different components." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error is not the same as Qwen2.5-VL rope index scaling bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access bug in modeling_utils is unrelated to the CLIPTextModel structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "apply_chat_template sampling-rate defaulting and DAC.from_latents missing STE are different audio-processing issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output drift in v5 are different model/processor regressions." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific KeyError when loading one model is not the same as broad remote_code compatibility breakage." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate AttributeError failures in different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "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:43720", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45372", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43906|issue:46209", + "issue:43526|issue:44554", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:42175|issue:46291", + "issue:43531|issue:45042", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:43746|issue:44811", + "issue:39692|issue:44912", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:45459|issue:45803", + "issue:43262|issue:44811", + "issue:46421|issue:46424", + "issue:43329|issue:44479" + ], + "prepared_review_unit_hash": "0d8e0fdecd00edf26dbba36af6c17874859ab7ea6aca0137623507db8bbba9f7", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36467, + "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 mostly a loose collection of distinct Transformers issues, many around loading/import/config/processor regressions. I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate merges are rejected. I chose one broad loading-regression issue as the best representative, but it should not be treated as a duplicate umbrella for the rest.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44991 is the clearest broad, user-facing regression in the set: a Transformers 5.x tokenizer loading failure with a concrete version scope and reproducible symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44991 is the most actionable representative item among mostly unrelated reports because it describes a specific load failure, version boundary, and affected model path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: float8 storage lookup vs PIL backend torchvision dependency; no shared code path." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is a missing import for Gemma 4 loading and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they are different models and different underlying causes." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated areas: compile/template-node error vs CLIPTokenizer max_length constant." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting bug vs stale auto_mappings config references; not the same defect." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Different issues: isolated repro of an older bug vs FP8 inference failure on B200." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths and symptoms: SDPA/torch.compile failure vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error during training is not the same as evaluate-after-train state handling." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from_pretrained/loading problems, but gguf_file breakage and a tokenizer load regression for EMBEDDIA/est-roberta are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/load issue is unrelated to the undefined video-token helper bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents mismatch and DiaConfig save/load token ID loss are separate model/config bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is not the same as Jupyter custom-model initialization breaking in Transformers 5.0." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backends issue vs kernels package version/revision requirement; different dependency failures." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load is unrelated to OmDet-Turbo image size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 reserved-memory OOM regression is different from Sam3Video runtime OOM." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are separate processor/model bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same as MXFP4 loading fallback for git-oss-20b." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation bug are distinct model-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and composite Qwen multimodal config unwrapping are different configuration bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but one is protobuf decode error masking and the other is a bare except in Fuyu tensor conversion." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode token skipping are unrelated processor behaviors." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill recompilation from lazy cache init is not the same as max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related multimodal/video area, but one is an undefined helper in token counting and the other is a broader video-input regression across Qwen VLM variants." + } + ] + }, + "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": 21, + "review_unit_index": 20, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:43650|issue:43906", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43749|issue:44756", + "issue:42915|issue:43742", + "issue:43454|issue:43577", + "issue:43606|issue:45859", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:43525|issue:46291", + "issue:43927|issue:44912", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:42915|issue:45538", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:28282|issue:34689", + "issue:43577|issue:46512", + "issue:42175|issue:43824", + "issue:33357|issue:34567", + "issue:43452|issue:43582", + "issue:43317|issue:45538", + "issue:43742|issue:44291", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "04f3414aa49d2932d03b690a6918496b207feeac4b7fc93a556e5794b82bee60", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35800, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set does not form a tight duplicate cluster; most pairs are only superficially related by broad themes like loading, tokenization, offload, or quantization. I would reject all soft-edge candidate merges.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must be chosen, issue 46512 is the best representative because it is the newest, open, and broadly scoped around model construction/config dtype behavior; however, there is no strong true duplicate hub here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46512 is the most suitable standalone representative among this mixed set, but only weakly so; the collection spans multiple unrelated bug classes and should not be consolidated as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both involve Qwen/gpt-oss model loading and memory/precision concerns, but one is about MOE weight conversion under accelerate+deepspeed and the other is a CUDA OOM report for gpt-oss-20b; different bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful overlap: one is a vague request, the other is an isolated reproduction of a different upstream issue." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video-related processing, but one is a tokenizer token-count bug and the other is batched video processor shape handling; different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but one is about MOE weights not being converted with accelerate+deepspeed and the other is a Qwen3-VL shape mismatch; not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/performance behavior, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are distinct problems with different fixes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading failures, but one is Qwen3Moe + FineGrainedFP8Config and the other is a key error for MobileLLM-125M; unrelated underlying bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is a missing lm_head tie in Mistral3 causing bad generation; the other is dtype propagation for BLIP2/QFormer. Similar category, not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different failure modes; not mergeable as one fix." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Completely different areas: init_empty_weights argument handling versus PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting not updating and high perplexity on gpt-oss are unrelated symptoms and code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Model quantization/loading issue versus AutoImageProcessor URL loading; no shared underlying bug." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id and pipeline import failing due to kernels version/revision requirements are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Saving/loading custom token IDs and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counter updates are separate issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different regression mechanisms; too broad to call a duplicate." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast under transformers>=5.1.0 and CLIPTokenizer max length behavior are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output differences and Qwen3.5 save_pretrained key regressions are distinct model-specific bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve embedding/weight tying, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse with extended vocab; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Quantization/loading failure versus tokenizer max_length misuse; no shared fix path." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels dependency resolution are separate dependency issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "ImportError for missing PyTorch and a model-loading regression in Transformers 4.46.2 are different issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype propagation and stale config.dtype after from_config are related to dtype handling, but they are not the same bug or same code path." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model loading and TrainerState token counting are entirely different problems." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading path breakage and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload failure for dequantized models and CLIPTokenizer max_length behavior are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Key error loading MobileLLM-125M and init_empty_weights TypeError are different loading failures with different causes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and a version-dependent tokenization change are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "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:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45488", + "issue:45588", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44062|issue:44991", + "issue:28282|issue:29127", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:43493|issue:43994", + "issue:44987|issue:45907", + "issue:44568|issue:45488", + "issue:27957|issue:28282", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:44737|issue:46463", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:44568|issue:46491", + "issue:43906|issue:46468", + "issue:44737|issue:45588", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43526|issue:45479" + ], + "prepared_review_unit_hash": "6bd6a14152bbd6ef72fa75b3446657992e215963f3c2b3400f818466178bed85", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "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 tokenizer-specific regression reports. The only clear duplicate-like pairs are the SigLIP2 reports and the Qwen2.5-VL/Qwen3 video-position regression reports; the rest are too different in model, code path, or symptom to merge.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44479 is the strongest representative: it describes a concrete v5.3.0 video-input regression, affects multiple Qwen VL variants, and captures the common failure path better than the narrower follow-ups.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best single issue to anchor this cluster because it has broad impact, a clear regression claim, and a shared code path across several affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load failures, but they involve different models and different root causes; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import vs LayoutLMv3 box-validation error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen video-position regression in v5.3.0; 45381 is a narrower instance of the broader 44479 bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen models and different failures (device-mapping CUDA assert vs video-input ValueError)." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but the models and failure modes differ." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing error is not the same code path as the Qwen2.5-VL/Qwen3 VL position-id regression." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM-efficient loading are separate training/loading problems." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape training error is unrelated to tokenizer inconsistency." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs model loading failure; no shared bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different symptoms and code paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both concern the same SigLIP2 correctness problem: HF outputs diverge from expected behavior for the google/siglip2-base-patch16-224 model." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression vs repository-file listing helper bug are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and distinct behaviors." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention/XLM-Roberta issue is unrelated to the PyTorch-missing import error." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init argument during loading is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count bookkeeping and custom compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 decoder-input validation message are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and Smollm3 RoPE-layer dropping are different model-specific bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they are different models and different failure paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal model load failure are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to Mistral regex patching." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to tokenizer regex crashing." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup failure are distinct load-time issues." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is encode/decode whitespace preservation; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue does not match the Nemotron example breakage without stronger evidence of the same code path." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and Qwen3.5 kernel registration crash are different model/runtime bugs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different rotary-position bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT fast processor label reduction bug is unrelated to sequence-classification loss degeneracy." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the titles and both look plausibly duplicate-like, while the rejections avoid overclaiming shared root causes or mergeability. The chosen canonical issue is also a reasonable representative for the broader Qwen video-position regression cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:35141", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43404", + "issue:43452", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44625", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463" + ], + "soft_pairs": [ + "issue:45823|issue:46463", + "issue:43404|issue:45987", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43452|issue:44488", + "issue:43906|issue:45381", + "issue:45357|issue:45920", + "issue:44625|issue:44877", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:28282|issue:32090", + "issue:41762|issue:44936", + "issue:45200|issue:46463", + "issue:28282|issue:35141", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:45372|issue:46170" + ], + "prepared_review_unit_hash": "7c02c496379d3f6b86293e9911be946abcae8e2104ab57282088d1b061ada407", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; nearly all soft pairs are unrelated bug reports. The only plausible duplicate pair is the tied-weights regression pair (issue:44466 and issue:45005).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45005 is the broader, more representative report for the tied-weights regression in v5, and it best subsumes the narrower device-dependent lm_head.weight serialization symptom in issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best cluster representative because it describes the underlying tied-weights bug at the right level of abstraction, matching the only credible duplicate relationship in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different models and different failure modes: Gemma4 device mismatch vs T5 decoder-input validation error message." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated problems: tied lm_head weights in Mistral3 vs StaticCache sequence-length return type." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and bugs: Qwen3-MoE sliding-window behavior vs AutoImageProcessor loading from URL." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump, the other is stale auto-mapping references; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different code paths and different model-specific causes." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Distinct issues in different vision model paths; one is a reproduction of an earlier issue, not this Qwen video-position-id bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: incorrect saved visual encoder keys vs wrong token IDs from AutoTokenizer." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "One is config propagation for num_labels; the other is strict config loading for granite_speech." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config handling, but one is reload defaulting and the other is a TypeError during dict conversion." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but the root causes and model paths differ." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training crash vs LayoutLMv3 error-message clarity; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch vs NoneType broadcast TypeError are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/loading issues with no shared code-path." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal token-type handling vs T5 decoder-input validation are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch dependency vs embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading vs sinq quantization save/load breakage are distinct." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights regression in v5; 44466 is a specific serialization symptom and 45005 is the broader report." + }, + { + "left": "issue:44811", + "right": "issue:45987", + "accept": false, + "reason": "Processor batch_decode token handling vs StaticCache return type mismatch are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45372", + "accept": false, + "reason": "Offline Hub model_info call in tokenizer loading vs Gemma4 processor import failure are different issues." + }, + { + "left": "issue:44898", + "right": "issue:45375", + "accept": false, + "reason": "Perceiver interpolation failure and Qwen3_5MoeVisionConfig field dropping are separate model bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures affecting different models and code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability output bug vs processor/tokenizer regression in v4.57.5 are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure vs Gemma4 forward device mismatch are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue vs MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 mistral_common import breakage vs Windows ROCm torch.distributed dependency problem are distinct." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet: the cluster is mostly heterogeneous, and the only pair that clearly shares a specific theme by title is issue:44466 with issue:45005. The soft-edge verdicts are generally conservative and avoid overclaiming duplicates for unrelated issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612" + ], + "soft_pairs": [ + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:44514|issue:45381", + "issue:43295|issue:45356", + "issue:43531|issue:43742", + "issue:44484|issue:44704", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43688|issue:45704", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:43756|issue:46402", + "issue:43688|issue:45440", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:45491|issue:46002", + "issue:44734|issue:46612", + "issue:33666|issue:36010", + "issue:44464|issue:44977", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:44466|issue:46050" + ], + "prepared_review_unit_hash": "c94e09153482094c64f9a289345068d22f95c70363ba68579a8782a00a9e2482", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers issues. A few items are tokenizer/version regressions, but the soft pairs are not the same concrete bug or fix path, so none should be merged together.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45701 is the broadest and most central tokenizer-regression report in the set, and it best represents the cluster\u2019s strongest shared theme of version-dependent tokenization changes.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the most useful umbrella issue for this cluster because it is broad, user-facing, and closer to the common tokenizer-behavior theme than the model- or training-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend-related errors, but one is TensorBoard-without-TensorFlow causing an undefined tf backend path, while the other is a tensorflow_text backend-mapping error; different failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Unrelated bugs: gguf loading/from_pretrained breakage versus Blip2 dtype propagation staying float32." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 clean_up_tokenization_spaces behavior change and the other is a CodeLlama round-trip leading-space issue; not the same code path." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL family issues, but one is a batched chat-template crash and the other is wrong video vision_position_ids; different defects." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different problems: processor.tokenizer/image passthrough regression versus Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific failures: Qwen3-MoE sliding_window behavior versus MobileLLM loading key error." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained shard sizing, the other about AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading bug and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special-token handling, but they affect different tokenizers and different failures (mask token registration vs BOS/EOS addition)." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Transformers 5 custom-init breakage and FSDP_CPU_RAM_EFFICIENT_LOADING are different regression classes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but one is an offline-mode model_info() call and the other is a specific tokenizer load failure for a model repo." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache logic, but one is compiled-forward chunked generation inconsistency and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Completely different bugs: auxiliary-loss normalization versus apex FusedRMSNorm memory leak." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency versus a MacOS bus error on a CLIP model; unrelated subsystems and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both are token-related, but one is BigBird mask-token decoding and the other is DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and Sam3 text encoder weights not loading are unrelated model-architecture/load bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE-related issues with different failure modes and code paths; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba-9B-v2 is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to the broad tokenization regression in 45701." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models versus num_labels propagation in Qwen3.5; different model features." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue versus MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window/all-padding attention embeddings and the other is classification-head NaNs after checkout/init." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation cache handling, but one is KV-cache continuation in serve and the other is beam-search cache reorder omission across models." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training support issue versus a GenerationMixin import error; different failure classes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation regressions: compiled-forward chunking versus flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both relate to training/distributed usage, but one is a NoneType broadcast error and the other is Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Key error loading a causal LM versus inability to load AutoImageProcessor from URL; unrelated components." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and chunked-generation compiled-forward inconsistency are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model save/load behavior, but one is device-dependent lm_head serialization and the other is broken quantized-model persistence." + } + ] + }, + "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": 21, + "review_unit_index": 24, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43643|issue:44561", + "issue:44514|issue:45290", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43452|issue:44451", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:44488|issue:44843", + "issue:44849|issue:45357", + "issue:44589|issue:45520" + ], + "prepared_review_unit_hash": "35042d70a92aefc7635d167c11304cd2f6fec0817b10654011a8bc1a3503d8de", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37402, + "estimated_input_tokens": 9351, + "estimated_eval_tokens": 18958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated single-bug reports; the soft edges overlap only at a broad subsystem level (tokenizers, configs, multimodal processors) and do not look like true duplicates. I rejected all soft pairs.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43720 is the strongest standalone bug report here: it describes a concrete, reproducible loading failure with a narrow code path (packed weights not unpacked during accelerate loading).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43720 is the best issue to anchor on because it is specific, actionable, and clearly describes a single failure mode rather than a broad regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: legacy-field pretrained preset loading vs torch.compile/SDPA failure in another model." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but they hit different code paths and failure modes (legacy field vs packed-weight unpacking)." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different regressions: missing fields from AutoConfig with trust_remote_code vs removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the crashes are on different inputs and likely different branches (batched padding=False vs tool-call assistant messages with no content)." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated problems: dtype propagation in BLIP2 vs an MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and failures: semantic-segmentation legacy-field load bug vs OmDet processor/model image-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and config token-ID persistence bug are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training guidance/configuration vs a CustomTrainer signature incompatibility are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default mismatch and processor.tokenizer/image-passing regression are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs DiaConfig save/load token-ID loss are different code paths." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to an import conflict involving Trainer and datasets." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model bugs: flash-attention generation issue vs FP8 inference failure on B200." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme of missing pad-token fields, but different models, different field names, and no evidence of one underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure and MLukeTokenizer AttributeError are distinct problems." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both concern model loading, but one is gguf_file/auto-from-pretrained behavior and the other is a model-specific load failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and an incorrect pipeline error message about translation support are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading regression and a dependency-version bump issue are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example errors and a SigLIP2 implementation mismatch are different classes of issue." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch and quantization save/load break are separate bugs." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Nonsensical model outputs vs return_tensors being ignored are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are distinct." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added token and a MacOS bus error in CLIP are not the same underlying bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example mistakes and a processor.tokenizer regression are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a ZeRO-3 gradient anomaly do not share a concrete code path." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Evaluation dtype drift and exploding gradients under ZeRO-3 are distinct failures." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-specific load failure and an offline-mode tokenizer patch bug are different problems." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states bug and incorrect visual-encoder key serialization are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage-object lookup failure and missing flash_attn on Python 3.13 are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:42490", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:43540|issue:44977", + "issue:43278|issue:43701", + "issue:43257|issue:43299", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43334|issue:43572", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:43606|issue:44112", + "issue:43572|issue:44291", + "issue:44464|issue:46424", + "issue:45200|issue:45229", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:29159|issue:32090", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:45084|issue:45520" + ], + "prepared_review_unit_hash": "fd6166ba19f3e01f35345ba5b629382491e45d5939aa08906cab0721112061e7", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "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": "This cluster is heterogeneous: it mixes tokenizer regressions, model-loading/config mismatches, quantization/offload issues, OOMs, and CI/test failures. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected. The most representative issue here is the broad Granite tokenizer regression.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45812 is the clearest broad regression report in the set: it names the affected family, spans all Granite models, and describes a concrete v4\u2192v5 tokenizer breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best single issue to anchor the cluster because it is specific enough to be actionable yet broad enough to represent a major tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different model families and different symptoms; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: video-input validation vs flash-attention generation behavior." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated issues: dtype drift during eval vs resume checkpoint key mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is deepspeed/accelerate conversion and the other is a loading regression in dev; different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer/config serialization bug vs task-time AttributeError in a different tokenizer; not the same underlying issue." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version bump." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after a version update, but they affect different models and different attributes." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and concrete behavior differ; too broad to treat as one bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is unrelated to a dependency version bump." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading bug vs CPU offload device mismatch; different failures." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen multimodal configs, but one is a missing pad_token_id and the other is unwrap behavior in from_config." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Real CPU offload device mismatch vs stale CI test; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward generation inconsistency and cache-length handling are different mechanisms." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting token-type ids and multi-GPU OOM are different issues." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key warnings in many models are not the same as the CLIP text-model structure change." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but OOM and device mismatch are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantized offloading misbehavior and save/load breakage after sinq quantization are different bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient anomaly is unrelated to a multimodal model load failure." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention crash on sink-less models and quantized save/load corruption are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention CI failures and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency issue vs Trainer GPU broadcast TypeError; different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning is unrelated to an OOM in GPT-oss-20b." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation failure and flash_attn import-utils KeyError 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": 21, + "review_unit_index": 26, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:28218|issue:34567", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:42490|issue:43493", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "7ec86c8baa32d378248bb478510d82ffcf75ce413cdd87809b66d4abfb38f554", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37298, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of semantically related but ultimately distinct bugs across tokenization, multimodal processors, generation, loading, and backend/import paths. I would anchor it on the active multimodal chat-template report, but I do not see any true duplicate pairs here.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44521 is the most central and active report in the set, with the strongest inbound-reference/discussion signal and a broad multimodal processing failure mode that best anchors this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is open, well-described, and representative of the recurring multimodal processor/chat-template problems nearby; it is the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing; different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import/version check are unrelated bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are different model/runtime issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after an added token is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor serve crash and rope-validation list typing are unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 parity discrepancy and resume-from-checkpoint key mismatch do not share the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma4 mm_token_type_ids defaults are separate problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A flash-attention import error and meta-device model-loading breakage are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape handling are different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and return_tensors being ignored are not the same defect." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing-default multimodal token type IDs and device_map auto device mismatch are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement mismatch and return_tensors handling are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 hidden-state output bug are separate code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape and tensor-parallel OOM on model load are not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import-utils KeyError and tensorflow_text backend mapping are different import issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call messages with no content." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc/example errors and return_tensors being ignored are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and a Kimi-K2.5 tokenizer regression are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading failures are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "flash-attention import breakage and missing Qwen2_5_VL export are separate import failures." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weights, but serialization inconsistency and LoRA merge collapse are not the same underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path import warning and SigLIP2 parity discrepancy are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but zero probabilities and JAX-parity discrepancy are not clearly the same concrete defect." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and stale GraniteSpeech device-override CI failure are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release 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": 21, + "review_unit_index": 27, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "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:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:43262|issue:43450", + "issue:43526|issue:46192", + "issue:43824|issue:43975", + "issue:45200|issue:45325", + "issue:43388|issue:43526", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:38175|issue:45412", + "issue:43827|issue:43901", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:45759|issue:46512", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "52684aa3ec0d8a1d1d51f5b8593e618923c1a4fa48ebe4e0ae152f1fb62608d4", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36341, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not contain any clear duplicate pairs. I\u2019d anchor the cluster on the most concrete, user-facing regression: non-persistent buffers being corrupted in `from_pretrained()`.", + "confidence": 0.84, + "canonical_issue_reason": "`issue:43950` is the strongest standalone bug report here: it describes a concrete transformers 5.x regression, has a clear failure mode, and affects model loading behavior directly.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43950` is the best issue to keep as the representative because it is specific, reproducible, and higher impact than the more model-specific or doc-oriented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model/config structure regressions, but they affect different classes and different failure modes; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom (`pad_token_id` missing), but on different model configs and likely different fixes; too broad to treat as one bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated failures: GGUF loading vs stale `config.dtype` after `from_config()`." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug vs embedding reinitialization bug; different code paths and outcomes." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different concerns: dtype drift in evaluation vs MoE training memory usage." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs batched video-shape bug; no common underlying issue." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Image processor label reduction bug vs `return_tensors` being ignored in processor kwargs; different APIs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class vs incorrect detokenization behavior; unrelated fixes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal handling, but one is about missing token-type defaults and the other about temporal RoPE scaling." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is a metrics-gathering bug and the other is an image processor reduction bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different model/tokenizer failures and different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "A DAC latent/forward mismatch is unrelated to a stale CI device-override test." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision bugs: processor output size mismatch vs AMP/CUDA loss crash." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero-probability inference issue and model memory-release issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs mismatches, but they concern different deprecated/changed arguments and are not the same change." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing utilities, but they are different missing symbols with different downstream breakages." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model failures: CUDA assert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model/config structure, but one is about `from_config()` unwrapping and the other about CLIP wrapper attributes; different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor arg mismatch and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and Qwen3 Omni MoE feature-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is an AMP/CUDA crash, the other is an auxiliary-loss logic bug; not the same underlying defect." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/dependency issues: flash_attn import on Python 3.13 vs Windows ROCm torch.distributed dependency." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to the Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Composite-config unwrapping and stale dtype synchronization are separate `from_config()` issues." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Specific missing flash-attention utility import vs broad Torch 2.10 incompatibility; 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": 21, + "review_unit_index": 28, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:26413", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43611|issue:43931", + "issue:44514|issue:44521", + "issue:28282|issue:33357", + "issue:44448|issue:44743", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45200|issue:45588", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:43335|issue:44112", + "issue:39692|issue:43526", + "issue:43335|issue:45593", + "issue:43819|issue:44493", + "issue:34689|issue:35141", + "issue:26413|issue:31501", + "issue:44206|issue:45823", + "issue:45310|issue:45478", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "8a74e2d0a3afd6a1b94a95170636adbdae2fdc1adad7199ce63bc4597e29a776", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35796, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a bag of unrelated issue reports. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression (issue:45310 / issue:45478); the other soft pairs share at most a broad subsystem or symptom class, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the exact same Qwen3.5 MoE `from_pretrained` failure also reported in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in this set: concrete regression, specific version scope, reproducible model-loading failure, and it has an exact duplicate counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention test breakage vs Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Both touch model/tokenizer behavior, but they are unrelated bugs in different components and code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: SDPA/torch.compile failure vs stale device override test on CI." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading errors, but for different models and different root causes." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API area, but one is a batched padding crash and the other is incorrect assistant mask generation." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated issues: missing PyTorch import vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: Pegasus output regression vs recurrent state reset with cache." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: Python 3.13 import/parse error vs qwen3_omni_moe helper length behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model families and failure modes; only broad loading/configuration similarity." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but one crashes on tool-call assistant messages while the other concerns continue_final_message behavior." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "No shared underlying bug: missing chat template error vs weights left on meta device with auto device map." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different fixes." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: dtype drift in evaluation vs a pipeline error message about unsupported translation tasks." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different failures in different subsystems: LayoutLMv3 error handling vs Trainer GPU broadcast NoneType." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: BitNet packed-weight loading vs a stale CI device override test." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Gemma 4 token-type defaults vs flash_attention sinkless-model attribute error." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both relate to device/offload paths, but one is flash-attention handling and the other is a rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Completely unrelated: LoRA merge with extended vocab vs category-count limit error." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug vs CI stale device override failure; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example issues vs a BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model behavior bugs with no shared code-path evidence." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different failures: DAC latent/STE mismatch vs unexpected position-id keys across models." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both concern loading/model setup, but they are distinct regressions with different mechanisms." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Training startup failure is too vague to equate to the specific checkpoint-resume epoch_iterator bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model/component bugs: unsupported `center` arg in feature extraction vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same bug and same title: Qwen3.5 MoE `from_pretrained` error under transformers>=5.4.0." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical duplicate call on issue:45310 / issue:45478 is well supported by the packet: identical titles and closely matching issue scope. The remaining pair verdicts stay conservative, mostly distinguishing different titles, components, or failure modes rather than overclaiming duplication. Summary is grounded and appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45588", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:42490|issue:43854", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:28218|issue:32090", + "issue:38175|issue:44493", + "issue:43701|issue:45083", + "issue:45290|issue:45381", + "issue:32090|issue:33357", + "issue:40444|issue:43526", + "issue:42490|issue:43575", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:45920|issue:46192", + "issue:44855|issue:46399", + "issue:44448|issue:44977", + "issue:27957|issue:34689", + "issue:44977|issue:45229", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:44857|issue:45588", + "issue:43927|issue:45698", + "issue:43278|issue:43381", + "issue:43746|issue:46209", + "issue:37428|issue:44987", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:32090|issue:33290" + ], + "prepared_review_unit_hash": "d334f095347ea06b1ccfc80a387e8a4e6e52cafb72a50b292a28d02b4f3ede1f", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36759, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the title similarities are mostly superficial, and none of the proposed soft edges look like true duplicates or mergeable PR-equivalents. No soft edges should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45920 is the strongest anchor in the set: it is an open, broad tokenizer regression affecting multiple model families and has the clearest ongoing impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue overall because it spans multiple models, is still open, and has the highest signal for a reusable cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking from protobuf handling is unrelated to a missing import utility symbol." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash loading failure are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Doc-example model/processor mismatch and position-id key warnings are not the same failure." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output drift and DeepSeek tokenizer regression affect different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crashes are distinct from bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer/ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Added-token spacing behavior and Trainer broadcast NoneType errors are separate bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability outputs are not the same as unexpected position-id key warnings." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and a multimodal feature-length helper issue do not share a concrete code path." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/video flows, but one is a tool-call content crash and the other is a video position-id bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A DDP broadcast NoneType error is unrelated to a MacOS bus error loading CLIP." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BEiT reduce_labels behavior are different model/data issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path parsing warnings and tensor-parallel OOM on Qwen2-57B are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug after resizing tokens." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong AutoTokenizer IDs and ignored return_tensors kwargs are separate API regressions." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 decorator/comment parsing failure and missing apply_rotary_pos_emb decorator registration are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation problems are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading regression are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation malfunction and multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issues and JIT generator-expression export failures are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "A training/eval dtype change and undefined multimodal-token variables are not the same defect." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP loss crashes and flash_attention s_aux=None AttributeErrors are distinct code paths." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Saving custom token IDs and loading the wrong custom module are both persistence-related, but they are different objects and failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift and gradient checkpointing being disallowed in eval mode are separate behaviors." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "A missing flash-attention utility import and a transformers>=5.1 loading regression for a specific model are different problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A v5 helper removal breaking trust_remote_code and a DeepSeek tokenizer regression do not share the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not mergeable into one fix." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType errors and Adafactor+DeepSpeed OOM are separate training 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": 21, + "review_unit_index": 30, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:41720|issue:45229", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:42490|issue:43873", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43278|issue:43575", + "issue:43653|issue:44743", + "issue:43381|issue:43701", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:45372|issue:45406", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "94136f1b122da577b97e0b00f81ed0375f48cf813d979229839e1ef7a3a48050", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the proposed soft pairs mostly share a broad subsystem or model family at most, but not the same underlying bug. I would reject every soft edge and treat this as a false-positive similarity cluster rather than a duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output-shape regression and Trainer GPU broadcast NoneType error are unrelated failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both involve large Qwen/Gemma inference on GPU, but one is a cuda assert from auto device mapping and the other is an OOM during multi-GPU inference." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility breakage and DeepSeekV3MoE model divergence are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux handling and Gemma4 PLE device mismatch are distinct runtime errors." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings come from different parts of the stack." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to offloading/quantization behavior." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure and flash-attention AttributeError are unrelated problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except masking errors are different tokenizer/pipeline bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency failure and flash-attention s_aux None crash are separate issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in a community CLIP model and SigLIP2 documentation mistakes are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and tp-related OOM are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen recurrent-state reset are unrelated code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are checkpoint-related but not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-validation list handling are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen flash-attention generation failure are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and serve-side missing _tokenizer attribute are separate failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load failure and quantized model saving failure are different quantization issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in feature extraction and Qwen video regression are distinct regressions." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy module cleanup and SigLIP2 inference nonsense are not the same issue." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different image-model bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf and leftover dummy classes are unrelated repository issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch and DeepSeekV3MoE divergence are different model-implementation 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": 21, + "review_unit_index": 31, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640" + ], + "soft_pairs": [ + "issue:45245|issue:45563", + "issue:45412|issue:46369", + "issue:43653|issue:44442", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:45440|issue:45593", + "issue:45250|issue:46640", + "issue:43421|issue:45491", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:43526|issue:45834", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:27957|issue:29127", + "issue:43761|issue:45859", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:45588|issue:45600", + "issue:33290|issue:35141" + ], + "prepared_review_unit_hash": "d8cf2b46a9721d1f6da5b34bfe69f8e95024ebd7d76692eef924a26735e883f4", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36817, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of closed issues with only superficial topical overlap. None of the soft pairs appear to describe the same concrete bug or change, so no duplicate merges are warranted.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span many unrelated regressions and feature requests, and the soft pairs do not converge on one underlying failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not a true duplicate set; the titles only share broad keywords like Flash Attention, tokenizer, or memory/OOM.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: a hard RuntimeError about category limits vs a stale warning about num_return_sequences." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is an RT-DETR leak/GC issue and the other is a SAM3-LiteText overflow on a different model path." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer-related, but BigBird mask-token registration and FastSpeech2Conformer AutoTokenizer loading are distinct failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "An import error in Gemma 4 processor loading is unrelated to protobuf masking real tokenizer errors." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems: SigLIP2 bad outputs through AutoModel/pipeline vs RT-DETR memory reclamation." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different code path from Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a MacOS bus error in CLIP community models are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizers, but decoder-type selection in v5 and ignoring tokenizer.json are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing Flash Attention 2 tests are not the same underlying defect." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE missing auxiliary losses." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 titles, but neither identifies the same concrete bug or fixable code path." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates at runtime are unrelated to Gemma3 NaNs from sliding-window attention." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load and resume_from_checkpoint key mismatch are different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "A LayoutLMv3 validation message issue is unrelated to output-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different model components and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad predictions and SAM3-LiteText memory overflow do not share a concrete root cause." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "A Beit image-processor label bug and a LayoutLMv2Tokenizer padding/NER crash are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different Qwen model problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An ImportError for Qwen2_5_VLForConditionalGeneration is too broad to be the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to float16 AMP crashes in LwDetrImageLoss." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "A TypeError in rope-param dict conversion and a missing-decorator registration crash in Qwen3.5 are different rotary-embedding bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id for Qwen3-VL and sliding_window issues in Qwen3-MoE affect different model families and code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 CPU-offload rotary embedding incompatibility are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error clarity are not duplicates." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to adafactor OOM under deepspeed." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision load failure are different model-loading regressions." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "A runtime AttributeError in flash_attention integration and a stale auto_mappings CI reference are different fixes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM under deepspeed is unrelated to embedding reinitialization after resize." + } + ] + }, + "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": 21, + "review_unit_index": 32, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44464|issue:45491", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43761|issue:44188", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43232|issue:43388", + "issue:44987|issue:46178", + "issue:43931|issue:45216", + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:44855|issue:45137" + ], + "prepared_review_unit_hash": "8514fa014dd80937bb16e93e7fb07c10df397fbe086397d649b7c9eb0a6ed85a", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are all false positives spanning unrelated bugs, regressions, config mismatches, and docs/package issues. There is no true duplicate group here; issue 43873 is only the best placeholder representative because it is the most active open report.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the most active open report with multiple inbound references, so it is the best placeholder canonical issue, but the cluster is not a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative only because it is open and high-activity; it is not semantically related to most of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio sampling-rate defaulting and unsupported center-arg crash are unrelated bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-count limit error are different code paths." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and token-count tracking are unrelated issues." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantized offloading are different problems." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation and Gemma3 NaN embeddings are distinct regressions." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state caching and Whisper batch_decode behavior are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver image-classification resize failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash import warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama model-loading regression and base_model_prefix loading breakage are separate issues." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepSeek MoE divergence affect different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in BitNet and tokenizer loading failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and missing pad_token_id on Llama4Config are different config bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend packaging and missing import_utils symbol are unrelated API/package issues." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and zero-loss classification bug are different failures." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden-states regression and ModelOutput key assignment bug are distinct." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init restriction and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still mentioning pipeline() are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden-states bug and torch.compile attention-kernel divergence are different issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM loading and Qwen3-VL weight-shape mismatch are different loading bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation sync_gpus behavior and gather_for_metrics label truncation are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure and tensorflow_text backend mapping error are different issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch loading and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and composite-config text_config unwrapping are different config issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and bare-except swallowing errors in Fuyu are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError and DeepSpeed ZeRO3 deque underflow 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": 21, + "review_unit_index": 33, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45290", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46506", + "issue:46640" + ], + "soft_pairs": [ + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:44464|issue:46421", + "issue:42617|issue:43575", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:46234|issue:46291", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:42796|issue:45290", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:44610|issue:46369", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45632|issue:46424", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43452|issue:44496", + "issue:43352|issue:46640" + ], + "prepared_review_unit_hash": "c039339b28fb3b9dcc26f7dc9e218ceef0de6559ec39dfe26ee805d9efe593d4", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36075, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated Transformers issues, and the soft links are mainly superficial similarity around loading, config, cache, or attention features. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the cluster mixes unrelated bugs across model loading, tokenizer behavior, cache handling, runtime/device issues, and API regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone report: it has a concrete save/load regression, active discussion, and broad impact on custom-model workflows.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is about dequantized Ministral models failing to save while the other is about loading the wrong custom module after save_pretrained; different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/serialization-adjacent, but one is missing fields from trust_remote_code loading and the other is rotary_pct not persisting on reload; not the same failure mode." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "One is a resume_from_checkpoint key mismatch; the other is a CPU vs CUDA numerical discrepancy. Different code paths and symptoms." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config error during from_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs while the other is spurious recompilation from cache lazy init; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both concern large-model parallel loading, but one is a 3d_parallel.py failure and the other is an OOM with tensor parallelism; too different to merge." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape regression is unrelated to a missing PyTorch import dependency error." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is a model/runtime bug, not a checkpoint resume key-mismatch issue." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the Trainer distributed broadcast NoneType error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing import_utils helper and a kernels package version/revision import failure are different dependency/API issues." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel loading and a KeyError while loading MobileLLM are distinct loading failures." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A processor/tokenizer regression with images is different from pipeline's misleading translation-task error message." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE marker handling and chat-template tool-call crashes are separate tokenizer behaviors." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to an import error for transformers.onnx." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is about processor.tokenizer access in custom model code; the other is an eos_token_id inconsistency for Gemma-3." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image dtype mismatch affect different components and code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve token configuration, but one is Gemma eos_token_id mismatch and the other is Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency selection is unrelated to a config API discrepancy." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Swallowing KeyboardInterrupt in FuyuBatchFeature is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer initialization are different Transformer v5 regressions." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is unrelated to rotary_pct not surviving config reload." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and quantized-model save/load breakage are separate serialization issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a remote-code cache path collision and the other is max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a Janus test failure are different model-specific issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Error handling in FuyuBatchFeature and a Windows/ROCm distributed import issue are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling for from_pretrained and an unrecognized config/model_type error are both loading-related but not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both are Flash Attention 2 related, but they concern different models and likely different support gaps, so they should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "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:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46617" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43572|issue:46178", + "issue:45127|issue:45200", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:45632|issue:46617", + "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:44855|issue:45588", + "issue:43761|issue:44242", + "issue:43673|issue:46421" + ], + "prepared_review_unit_hash": "0c5de2ef1be93863f56e0d1a3c70934290d9879d26b912687c4e30ca14a0a908", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35566, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated across different model families and subsystems. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the issues span unrelated bugs, and none of the soft pairs describe the same concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping stands out, because there is no true duplicate cluster here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same project area (SAM3) but different problems: a dummy Conv2d implementation vs CUDA OOM in video inference." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Completely unrelated: a vague data request versus a Gemma pipeline roundtrip bug on the \u2581 token." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both concern Mistral/Ministral, but one is weight tying and the other is a FlashAttention runtime failure." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input processing versus Qwen2_5_VL chat templating with padding=False." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are vision/video regressions, but they affect different models and symptoms; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "One is a pipeline processor lookup issue, the other is a missing attribute on a SAM3 vision encoder output." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different failures: metric gathering drops labels in the last batch versus auxiliary loss normalization." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated config field regression versus a backend mapping error for tensorflow_text." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different behaviors: LoRA merge collapse with tied embeddings versus a missing mm_token_type_ids default." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different subsystems: TensorFlow backend detection versus a missing import_utils helper function." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a legacy preset field issue and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state handling, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states in qwen3_5 modular code." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: janus image-generation test versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Completely unrelated: janus test failure versus stale auto_mappings entries for removed SAM3LiteText configs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config bugs: missing pad_token_id in Llama4Config versus sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different regressions: non-persistent buffers getting junk values versus GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve crashes: KV-cache continuation tensor indexing versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: SAM3 video CUDA OOM versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths: local dataset loading in an example script versus a multimodal model load failure." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different bugs despite both involving loading behavior: embedding reinit after resize versus import warning from a trailing-slash local path." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different model-shape issues: Qwen3-VL weight mismatch versus a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and symptoms: Qwen2.5-VL video position IDs versus SAM3-LiteText memory overflow." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: Python 3.13 import parsing error versus flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Both are regressions, but one is CLIPVisionModel hidden_states and the other is MoE load-balancing loss; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is a missing cache attribute in v5.0.0 and the other is lazy cache init causing recompilation; not mergeable as one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:41720", + "issue:42796", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43994", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46489" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:45563|issue:45584", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:41720|issue:45245", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:44464|issue:45563", + "issue:44617|issue:46369", + "issue:43335|issue:44190", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:44462|issue:45907", + "issue:42796|issue:44521", + "issue:46082|issue:46121" + ], + "prepared_review_unit_hash": "b3005921f4a4e6a43095b3ef83a9fbe1abe23b6d8657c87b2f814d5b30028b52", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, so only one soft duplicate pair looks strong: the DeepSeek tokenizer v5 regression. The rest are similar at a high level only and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44779 is the broader, earlier report of the DeepSeek tokenizer regression in v5; issue:46489 reads like a narrower follow-up for DeepSeek-Coder v1 and cites a gap in PR #44801's fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue because it captures the underlying tokenizer regression most generally and can anchor the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipelines, but one is a docs-removal issue and the other is a model/output regression with AutoModel/pipeline. Not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning about num_return_sequences and the other is an empty-transcription failure after align_special_tokens. Different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "One is a video-input regression across Qwen VL models; the other is a serve/KV-cache tensor indexing crash. Too different to merge." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both concern vision models and input sizing, but they target different models and different mistakes: a dummy Conv2d vs processor/model size mismatch." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is about non-persistent buffer initialization in Transformers 5.0, the other is config reload losing rotary_pct. Not the same underlying defect." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils and a Qwen3.5 chat crash are unrelated beyond both being runtime issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated problems." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on auto device mapping is not the same as the 2^24 category limit error." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and DebertaV2 import indentation failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and local dataset loading in an image classification example are separate issues." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is about allowing optional post_init and the other about strict config loading for granite_speech. Different fixes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but they involve different Sam3 variants and different symptoms; not enough evidence of one underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config creation and local dataset loading are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab merge collapse and incorrect visual encoder keys in save_pretrained are different model-state bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/template behavior, but one is assistant_masks all-zero and the other is wrong vision_position_ids. Not the same concrete defect." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale device override test and the other is a broken auto_mappings reference. Different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script issues, but one is empty multi-label results and the other is local dataset loading. Not duplicates." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions in Transformers v5, with incorrect outputs and a likely shared tokenizer-handling bug; 46489 looks like a follow-up to the same issue." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and serve KV-cache indexing crash are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Missing device= in XLNet relative positional encoding and a bare except in Fuyu tensor conversion are distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize propagation are different issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and a missing import-utils symbol are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository API issues." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different problems." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44779 and issue:46489, is supported by the titles and descriptions as the same DeepSeek tokenizer regression in Transformers v5+, with 46489 reading as a narrower follow-up to the earlier broader report. The remaining pair verdicts are appropriately cautious and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:36246|issue:38617", + "issue:43854|issue:44964", + "issue:44683|issue:45446", + "issue:27957|issue:35141", + "issue:43404|issue:45216", + "issue:44295|issue:46506", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:43901|issue:44496" + ], + "prepared_review_unit_hash": "de65bf92a1872527248844340b1bf846c26f2bff0d1bb460f335dc419f408be5", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft links are broad subsystem similarities, but none describe the same underlying bug or change. These issues span unrelated import/export problems, model-specific regressions, cache behavior, training/runtime errors, and docs/notebook cleanup.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items do not form a duplicate set; they are only loosely related by high-level Transformers subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the strongest standalone issue: it has a concrete repro, clear user impact, and a specific model-loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but one is an intermittent import slowdown and the other is unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules; no shared root cause is evident." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Runtime category-limit error and Whisper empty-transcription failure are unrelated code paths." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code is a config parsing issue, while the other is an unrecognized model/config loading error." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend installation complaint and a generic dependency issue are too vague and do not indicate the same failure." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device override test failure is unrelated to loading a specific Phi-4 multimodal model." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both mention imports, but one is a missing model processor export and the other is a missing utility from configuration_utils; different fixes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both involve model loading, but they are different models with different failure modes and likely different fixes." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "One is a compiled flex_attention failure on torch>=2.9, the other is an incorrect version guard around an AuxRequest import; not mergeable as one fix." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention 2 support for XLMRoberta and token-embedding resize reinitialization are unrelated features." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 and Qwen3.5 save_pretrained regression affect different models and code paths." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A position_ids buffer read error and CPU/CUDA output divergence are distinct bugs with no shared root cause." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crashes and KV-cache continuation indexing are separate subsystems and failures." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The title 'ADD THE DATA' provides no technical overlap with the fbank feature extraction issue." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is a cache-length config limitation; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature extraction helper issue are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-initialization problems, but for different multimodal models and different missing fields." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to embedding resize reinitialization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are different model/config issues." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "A qwen3_omni_moe helper-length bug and PPDocLayoutV3 CPU/CUDA mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both concern model component state after resize/save, but the affected components and failure modes are different." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model load failure on transformers>=5.1.0 are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and text-classification docs drift are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are different load-time dependency problems." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both concern Ministral/Ministral-3, but one is saving dequantized weights and the other is FlashAttention failure; not the same fix." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache continuation and ANSI-code logging are unrelated issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation about return_all_scores and an unrecognized-model import failure do not share a code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44016|issue:44062", + "issue:46123|issue:46369", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:45103|issue:45372", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:44683|issue:45542", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "aa2cbf91db71f88961d161b30a6afa58b6938aea2540d5e05e6403fd518a9569", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the candidate pairs only share broad themes like Transformers regressions, imports, or multimodal processing, but each points to a different concrete code path or artifact. I would reject all soft edges and avoid forcing a single canonical duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items are mostly unrelated bugs spanning tokenizers, pipelines, model loading, save/load regressions, docs, and runtime compatibility issues.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is a strong representative here; the set is too mixed for one issue to safely serve as the canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral v5 RC failure and the other is an AttributeError in sink-less flash_attention handling; different bugs and fixes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python version support regression and a generic dependency issue are not the same underlying problem." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs. tokenizer AddedToken argument conflict; unrelated failure modes." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batch-finalization bug and Sam3 memory overflow are different code paths with different symptoms." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure and cache max length behavior are separate model/runtime issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures in different modules; no shared concrete missing symbol or code path." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is missing model_type for an OLMo checkpoint, the other is composite Qwen config unwrapping; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a loading failure and the other is an incorrect save_pretrained checkpoint layout." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs torch 2.4.1 incompatibility; too vague and not the same issue." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize mismatch and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and a tie_word_embeddings warning are different behaviors in different model/optimizer code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation around head_dim is unrelated to a rotary-pos-emb kernel registration crash." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION past what PyPI provides." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' issue do not describe the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained checkpoint corruption are different regression classes." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation introspection crash and mistral_common ReasoningEffort import failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example problems and a TextClassificationPipeline docs mismatch are separate documentation issues." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer image-passing regression and Deepseek tokenizer output regression are different tokenizer-related bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor selection and remote_code model breakage are broad but distinct problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import is not the same concrete issue as a broad set of import errors after upgrade." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is model loading and the other is incorrect visual encoder key saving." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility regression and an unreleased PEFT minimum-version bump are different release issues." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are unrelated model behaviors." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video CUDA OOM are unrelated model/runtime issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation in LlamaConfig and stale config.dtype after from_config are different API problems." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both are about vision models, but pipeline processor lookup and Gemma4 PLE device placement are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite AutoTokenizer wrong IDs are separate tokenizer correctness bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 compiled flex_attention failure and a tensorboard/TensorFlow backend import problem are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are different model-loading 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": 21, + "review_unit_index": 38, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:45081|issue:45907", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:45542|issue:45800", + "issue:43901|issue:43994", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:46291|issue:46399", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "ffdd168017604e57dacf79e40d557b60b3b0607bc7fd008dbb4f3e1c09dea238", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "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/regressions rather than true duplicates. The only recurring themes are broad v5 tokenizer/model-loading regressions, but the paired items still point to different concrete failure modes, so I rejected all soft edges.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43723 is the broadest and most representative issue here: a general AutoTokenizer loading regression in v5 that overlaps with several other tokenizer-loading complaints, while still being concrete enough to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 has the best fit as the cluster representative because it describes a widely applicable tokenizer-loading failure in v5 and is clearer than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: a vague data-related issue versus FP8 inference failure on B200. No shared code path." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they affect different model families and different defaults; not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal chat-template masking bug versus Qwen2.5-VL rope-index scaling bug. Related area, distinct defect." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve Gemma4/tied-weight-ish behavior, but one is serialization and the other is embedding resize propagation." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug versus D-FINE auxiliary-loss behavior. Unrelated code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument regression are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is ignoring tokenizer.json and the other is a Mistral regex patch crash. Not the same fix." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: FlashAttention incompatibility versus OCR long-input index error." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure and dequantized offload load failure are different lifecycle paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed and optimizers, but one is OOM with Adafactor and the other is double-stepping the optimizer." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError versus D-FINE loss handling. No overlap in underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are bugs, but one is a missing config epsilon and the other is torch.split return handling. Different code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained file omission versus a performance slowdown report. Not duplicates." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo-maintenance issues, but one is stale auto_mappings references and the other is dummy class cleanup." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash versus list_repo_files revision forwarding. Completely different functionality." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files versus Gemma4 zero3 from_pretrained failure. Different subsystems and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python version compatibility issue. Not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend dependency regression versus torch/transformers version incompatibility. Distinct causes." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch in pipeline docs versus wrong model outputs from AutoModel/pipeline. Not duplicates." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT MLM prediction correctness and the other is Deepseek tokenizer output. Different bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention model issue versus torch>=2.9 compiled flex_attention failure. Different code paths and fixes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error versus Gemma4 device mismatch in forward. Unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill versus CLIPVision hidden_states regression. Both are v5 regressions, but not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue versus ESM2 model breakage. Too different to merge." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config versus GLM-4V-9B loading failure. Not the same root cause." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs issue versus import slowdowns. No shared bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels version/revision requirement failure versus missing decorator in apply_rotary_pos_emb registration. Different failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export/import symbol versus Python version incompatibility. Different problem domains." + } + ] + }, + "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": 21, + "review_unit_index": 39, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44734", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44297|issue:45397", + "issue:44336|issue:44373", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:41950|issue:44220", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:36246|issue:42757", + "issue:42886|issue:46132", + "issue:36246|issue:44351", + "issue:44779|issue:45292", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:45859|issue:46399", + "issue:43901|issue:45003", + "issue:43475|issue:46369", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "fe71127c023fcd1fe84a4676fe89891f7b24df73496298c993000a980b41aedd", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues that only share broad surface themes like imports, Qwen3/Qwen3.5, cache, or loss handling. I would reject every soft pair; none clearly describe the same underlying bug or fix. With no PRs present, the best issue representative is 44246 only as a generic, high-signal runtime complaint, not as a true duplicate hub.", + "confidence": 0.84, + "canonical_issue_reason": "No strong duplicate cluster is present. If one issue must represent the set, 44246 is the broadest user-facing problem and the most general signal among otherwise narrow, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44246 is the most broadly applicable and actionable issue in the list, but it is not a duplicate match for the others; the rest are mostly specific regressions in unrelated code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are import/config-related, but one is a missing Llama4Config field and the other is a trust_remote_code config population bug; different defects." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: missing Float8 storage type versus Qwen3.5 chat crash." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading_report ANSI codes and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both mention imports/backends, but one is sentence-transformers NameError on nn and the other is a TensorFlow/tensorboard backend issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to the Python 3.9+/3.10+ compatibility report." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling and Qwen3.5 rotary registration are different code paths and failures." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses, but one is router-logit load balancing and the other is D-FINE auxiliary losses under denoising; not the same defect." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is a LoRA compatibility regression and the other is a Qwen3VL loading breakage; distinct issues." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "A sliding_window bug in Qwen3-MoE is not the same as a Qwen3.5-35B chat crash." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI escape codes in loading_report are unrelated to cache max length handling." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are different import errors." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but they concern different symbols and code paths, not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation indexing bug is not the same as cache max_length config being ignored." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and xdist file-race behavior are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is distinct from missing decorator registration for apply_rotary_pos_emb." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A stale docs/behavior mismatch is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 output attribute error and SAM3 LiteText memory overflow are different failure modes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Auxiliary loss gating in D-FINE is unrelated to LwDetrImageLoss AMP/CUDA crashes." + } + ] + }, + "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": 21, + "review_unit_index": 40, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:46123", + "issue:46170", + "issue:46399", + "issue:46506" + ], + "soft_pairs": [ + "issue:43257|issue:45137", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43352|issue:45250", + "issue:44038|issue:46506", + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:45412|issue:46123", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:42886|issue:45229", + "issue:44995|issue:45588" + ], + "prepared_review_unit_hash": "409d4dbc74b4eccf751aeb5404c02f538ae1f812344c5cc1e3f4fe5a1abd7799", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35350, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft links are all false positives: these issues span unrelated bugs across DeepSpeed, multimodal Qwen, tokenizers, config loading, flash-attention, and model-specific regressions. If a representative issue is needed, issue:44479 is the broadest concrete regression in the set, but the cluster is otherwise heterogeneous.", + "confidence": 0.96, + "canonical_issue_reason": "Issue:44479 is the most representative concrete bug report here: it describes a specific v5.3.0 video-input regression across multiple Qwen VL variants, with broader scope than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44479 is the strongest global representative because it is concrete, multi-model, and clearly scoped, whereas the rest of the set is mostly unrelated or much narrower in scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a Qwen3 MoE weight-conversion bug and the other is a ZeRO3 deque IndexError; different failures." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and Qwen3OmniMoe video-processing ValueError are different model/path bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer vs a Transformers upgrade slowdown are unrelated issues." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are different code paths and failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are distinct problems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaults are unrelated model-specific bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing config field under @strict and the other is text_config unwrapping; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio apply_chat_template sample-rate handling is unrelated to import latency." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config blocking granite_speech and a missing Qwen3_5MoeVisionConfig field are different config-validation bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating output embeddings is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific unsupported-model Flash Attention 2.0 error is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 regression and PPDocLayoutV3 CPU/CUDA result mismatch are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize propagation and tokenization changes across versions are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to the Qwen3.5 apply_rotary_pos_emb registration error." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "A ZeRO3 deque crash and stale auto_mappings references to removed Sam3LiteText configs are different failures." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization and t5gemma resize_token_embeddings propagation are different tied-weights issues, not the same code-path." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not being released and MaskGenerationPipeline dropping a partial batch are unrelated bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure and tokenizer error masking when protobuf is absent are different problems." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3VisionEncoderOutput missing attribute and Qwen3OmniMoe video-processing ValueError are different model-path bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weight warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer-cache crash on second forward pass is unrelated to Gemma4 token-id defaults." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and double optimizer.step() under DeepSpeed are different training bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A Qwen3.5 tied-weights warning and a flash-attention generation bug are not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer-cache crashes and flash_attention s_aux=None AttributeError are unrelated 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": 21, + "review_unit_index": 41, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:45685|issue:46431", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44749|issue:45310", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44869|issue:45356", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:45375|issue:45478", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:43475|issue:45381", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "db01a07049301b93736a336036cf9ba29a1f141d64c4b79f9290489f6131d1c1", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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 heterogeneous issue reports with only loose thematic overlap. The strongest canonical candidate is the exact Qwen3.5-Moe from_pretrained regression pair, while the provided soft-edge candidates are all too weakly related to merge as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it has a precise regression title, and it is exactly duplicated by issue:45478 with the same wording and underlying Qwen3.5-Moe from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in the cluster because it is specific, regression-oriented, and has an exact duplicate sibling, making it the most canonical bug report here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type warning; different bug surfaces and not the same fix." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Completely different areas: granite_speech strict config loading vs Windows/ROCm torch.distributed import failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but one is about tie_word_embeddings config and the other is paged generate() warning logic; unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The first is just a reproduction of another issue; the second is a Gemma pipeline roundtrip tokenization bug. No evidence they are the same underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B-A3B-Instruct load shape mismatch is unrelated to a Qwen3.5 warning about tie_word_embeddings." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for MoE ints and missing chat template on a processor are unrelated failures." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is a different bug than Gemma roundtrip decoding on the \u2581 token." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat-completions request rejection is unrelated to Gemma pipeline token roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are distinct issues in different components." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve caching/compile behavior, but one is attention-kernel branching divergence and the other is cache lazy-init recompilation; not the same concrete bug." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows AMD ROCm torch.distributed import/type error." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder Conv2d issue and MaskGenerationPipeline batch-finalization bug are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is missing processor files; too different to treat as the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a 10x slowdown after upgrading Transformers are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and deepspeed optimizer.step being called twice are different regressions." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom model initialization breakage in v5 and ESM2 breakage are separate model-specific problems." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in data filtering and Qwen3.5-Moe from_pretrained failure are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission bug and deepspeed double optimizer step are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change do not share the same code path." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but one is a sync_gpus update-model-kwargs bug and the other is a missing cache issue during chunked prefill; not mergeable as one fix." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Issue:45230 is too generic to justify duplication, and gemma-4 zero3 from_pretrained is a distinct specific failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder output attribute missing and trust_remote_code AutoConfig field loss are different initialization/config issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 codec/regression warning are different tokenizer/decoder problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error and Sentence Transformers getting stuck loading are not the same failure mode." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe related, but one is a missing deepstack_visual_indexes field and the other is a from_pretrained error; related family, not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API-settings warning and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both concern imports in the image stack, but one is AutoImageProcessor import resolution and the other is a different image_utils import issue; too little evidence of a single underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder attribute error and Qwen2.5-VL video vision_position_ids bug are unrelated model-specific defects." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same Qwen3.5-Moe family, but one is a from_pretrained error and the other is a strict-config field-dropping bug; 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": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:42994|issue:43525", + "issue:44964|issue:45137", + "issue:43784|issue:46399", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:45712", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:46077|issue:46123", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:44623|issue:45310" + ], + "prepared_review_unit_hash": "48a8771a29507f056a4604a4d035562071d022315ea70827bcac16618b9b5afc", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. Only the Qwen3ForCausalLM VRAM-leak reports look like a true duplicate pair; the rest are distinct import, generation, quantization, tokenizer, or model-loading bugs that should remain separate.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue because it has an exact duplicate in issue:43704 and captures a concrete, reproducible Qwen3ForCausalLM VRAM leak with strong enough discussion to anchor deduping.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best dedup target in this set: it is the only exact-match duplicate pair, and its symptom is specific and actionable rather than a broad umbrella report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different bugs: quantized model saving failure vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different code paths: Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/runtime errors, but they affect different symbols and fixes: sentence-transformers nn import vs Qwen3.5 kernel registration." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer-related, but not the same bug: v5 tokenizer loading vs continue_final_message for mistral_common." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Same Gemma family, different failure: processor _tokenizer attribute crash vs tokenizer roundtrip behavior on \u2581." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/attention internals, but one is sync_gpus kwargs handling and the other is torch.compile attention-kernel branching." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to pipeline-parallel output corruption." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output bug vs image-specific infinite loop; not the same concrete defect." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and symptom: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both raise AttributeError, but in unrelated areas: Mistral regex patching vs auto_docstring processing." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: quantized save_pretrained issue vs missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Related MoE/FP8 themes, but one is FP8 save_pretrained and the other is from_pretrained load failure; not the same code-path bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen3 MoE models, but they target different model generations and different load-time failures." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 MoE save_pretrained failure." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype change in evaluation is unrelated to ZeRO3 deque IndexError." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to janus image-generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow extra/backend packaging issue is unrelated to image_utils import breakage." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config vs pytest-xdist race; completely different problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy field model-loading failure vs xdist file race; different artifacts and fixes." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package extra dependency issue is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test race on captured_info.txt vs auto_mappings references to removed configs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility problem vs missing image_utils import." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training vs DeepSpeed adafactor OOM; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading stall vs token embedding resize/post_init reinit issue." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional attention masking bug is unrelated to partial-batch result dropping in MaskGenerationPipeline." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens BOS/EOS handling." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency vs load-balancing loss omission; different model logic." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The duplicate call on issue:42673 / issue:43704 is well supported by identical titles and symptom, and the other soft-edge rejections are appropriately cautious based on distinct titles and failure modes. No mergeability concerns for PRs were raised." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46231" + ], + "soft_pairs": [ + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44075|issue:46231", + "issue:44295|issue:45656", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:44297|issue:45656", + "issue:22355|issue:28282", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "e492d920fa58e159da1a9e7e0553d95dcc7ee7394c2a93e7ed02413addf9d129", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous grab-bag of Transformers issues: tokenizer regressions, import errors, multimodal bugs, training/runtime regressions, and docs/notebook problems. The soft edges are largely superficial and do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "42898 is the broadest tokenizer-regression report in the set and is the closest umbrella representative, even though the overall cluster is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the strongest standalone issue: it describes a concrete, high-impact silent v4\u2192v5 regression affecting all Granite models with a clear symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different failures: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 token-type defaults are unrelated bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config initialization; the other is ModelOutput key assignment semantics." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different code paths: image-patch counting vs remote-code/meta-initialization compatibility." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a general cleanup-space behavior change and the other is a Granite-specific token-ID regression." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures in different integrations/classes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic AutoTokenizer loading issue vs a specific BOS/EOS add_special_tokens regression." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but the affected models and concrete failure modes differ." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a docs parameter-name typo." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration/readback bug and double optimizer-step behavior are different runtime problems." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizer implementations and symptoms." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Processor/tokenizer access regression is distinct from image-passing tokenizer behavior changes." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention model support and MLflow reporting on job failure are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow status reporting bug and Llama 3.2 vision model loading regression do not match." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and dummy class cleanup are different maintenance issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are separate Qwen model bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils export and leftover dummy classes are both namespace issues, but not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_config class mismatch are unrelated save paths." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer's unexpected keyword argument." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata mismatch has nothing to do with deepspeed optimizer stepping." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is processor file export." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Non-persistent buffer junk initialization is not the same as multimodal config defaults." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are different subsystems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling is distinct from AutoTokenizer loading failures." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error has no relation to AttentionInterface.register behavior." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import failure and huggingface_hub offline_mode import failure are separate missing-symbol issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:45381|issue:46305", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44206|issue:45103", + "issue:46209|issue:46431", + "issue:43232|issue:46424", + "issue:44734|issue:46421", + "issue:44190|issue:46082", + "issue:44295|issue:44623", + "issue:43232|issue:45834", + "issue:44263|issue:44360", + "issue:43723|issue:44871", + "issue:44279|issue:46328", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:22355|issue:27957" + ], + "prepared_review_unit_hash": "f0d3d36a11dc9a884e04a1f68cb6f140eae31cb14c06b0caae8a8e1b06e444e4", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items cover unrelated bugs in tokenization, config validation, cache behavior, save/load, serving, model-specific inference, and docs. None of the soft pairs looks like the same underlying defect, so there is no clear canonical issue/PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: SAM 3 video attribute access vs MoonshineStreaming sliding-window mask off-by-one." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config handling, but one is v5 type checking and the other is LlamaConfig head_dim validation; not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a docstring mistake for position_ids; the other is a RoPE implementation discussion." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different problems in different code paths: DSA indexer split behavior vs remote-code checkpoint meta-init compatibility." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both mention positional/sliding-window style indexing, but they affect different models and different logic." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug is not the same as the max_shard_size default question." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression in v5 versus FP8 inference failure on B200; different symptoms and code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto-docstring future-annotations crash are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are different issues." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both concern generation/cache internals, but one is sync_gpus kwargs handling and the other is cache length configuration." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both touch cache behavior, but one is KV-cache tensor indexing in serve and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor.save_pretrained missing files are different save/load bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs long OCR input index errors in Kosmos2.5 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same component family (DSA indexer) but different defects: split return values vs missing ReLU." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure is not the same as Gemma eos_token_id mismatch." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue and a SequenceFeatureExtractor.pad performance bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-init incompatibility are distinct model-specific bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different problems." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern model compatibility with save/load, but they affect different models and different broken keys/paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to a MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized save/load, but one is dequantized Ministral/Devstral saving and the other is sinq round-trip breakage." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split behavior and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration and NaNs after checkout/init are separate training stability issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection and Gemma4Processor missing _tokenizer are different serve/runtime failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both mention FP8/Qwen3.5, but one is a general accuracy issue and the other is a model-specific bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing Qwen2_5_VLForConditionalGeneration import are different import/export problems." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No module named transformers.onnx and XLMRoberta Flash Attention 2 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "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:43479", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44704", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:42796|issue:43122", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:42371|issue:44263", + "issue:44261|issue:44373", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "5bbfee4afc71e058803837da69c8b7c424edfeb2ab78ef210876391eca81fcdc", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35629, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers regressions across imports, tokenizers, configs, generation, and model-specific bugs. None of the soft pairs look like the same concrete underlying issue, so all soft edges are rejected.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest, most cluster-central report: it describes multiple import failures after a version upgrade and best represents the import-regression side of this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is a clear, user-facing regression with broad impact and overlaps the most with the nearby import/API-breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: multimodal config initialization vs GPTNeoX rotary_pct persistence/reload behavior." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Different SAM3 issues: a model-type warning vs missing text-encoder weight loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different problems: FineGrainedFP8 accuracy drift vs an infinite loop in Qwen3_5 image handling." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing transformers.onnx import vs tokenizer adds an extra space after an added token." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific huggingface_hub symbol import and the other is a broad post-upgrade import regression." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer bugs, but one is offset_mapping for Qwen3 and the other is add_special_tokens behavior for mdeberta-v3-base." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different domains: Flash Attention 2 support vs Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer failures: offline cache loading vs wrong decoder type in v5." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Different issues: tie_word_embeddings warning during LoRA fine-tuning vs a MoonshineStreaming sliding-window off-by-one." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 bugs: config/model-type mismatch warning vs memory overflow when calling sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different subsystems: generation kwarg update after sync_gpus vs D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different failures: tokenizer cache loading offline vs quantized model saving." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different bugs: attention kernel divergence under torch.compile vs a docstring issue for position_ids." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Related only at a high level; one is BPE marker handling for a specific tokenizer, the other is broader tokenization drift across versions." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different breakages: the transformers env CLI vs an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different initialization bugs: custom model init compatibility vs NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: torch.compile with SDPA in Bamba vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated: TF32 settings guidance vs a torch.split indexing/shape issue in GlmMoeDsaIndexer." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Different items: MLA layernorm precision/config bug vs a docstring correction." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different tokenizer serialization bugs: reading registered position_ids vs tokenizer_class written to tokenizer_config.json." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different failures: saving dequantized Ministral/Devstral models vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different API problems: TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading failures, but one is Sentence Transformers startup hangs and the other is a MacOS bus error with a CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE layers dropped in Smollm3 vs incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Related only as import errors; AutoImageProcessor import failure is a specific API break, not the same bug as the broad import-regression report." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different issues: a NameError importing sentence-transformers vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Different regressions: Python version compatibility in Transformers 5.1.0 vs incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both tokenizer-related, but one is offset_mapping for Qwen3 and the other is failure to load a specific model/tokenizer." + } + ] + }, + "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": 21, + "review_unit_index": 46, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45753", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:42907|issue:44964", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:43408|issue:43475", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:42673|issue:45072", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "38934131a41a41eb304660ad7ca43ca45d894a71c1327070b87d31ecdb317dea", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "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 themes like imports, tokenization, or model-family names, but not the same concrete bug or change. No duplicate pair is strong enough to merge, and there is no single true canonical issue for the full set.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the full cluster because the items span unrelated regressions, import errors, tokenizer behavior changes, and model-specific training/loading bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the closest umbrella-style representative because it broadly covers a family of import failures after an upgrade, but it still only matches a small subset of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different bugs: dequantized save_pretrained failure vs model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated failures: dequantized model saving vs GLM-5 generation config validation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different topics: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug is unrelated to chat-template crashes with tool calls." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_mask all-zeros are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer-version output drift is unrelated to continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenization regression and multimodal assistant_mask behavior are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class metadata mismatch on save_pretrained are different issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification behavior is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both touch SAM 3 Video, but a model-type warning and a missing attribute error are distinct failures." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and stale phonemizer language state are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe regression and position_ids buffer access are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading/saving, but dequantized save_pretrained and gguf_file loading failures are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but a Qwen3-VL-Moe bug and FP8 save_pretrained are separate concrete problems." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but incorrect saved checkpoint and from_pretrained error are different serialization/load failures." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Transformers.onnx import error is unrelated to slow/fast tokenizer inconsistencies." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but not the same concrete tokenizer or failure mode." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Import error from huggingface_hub is unrelated to missing HybridCache export in transformers." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label classification bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing tensorflow backend in extras install and Python 3.14 load failure are different compatibility problems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image-triggered infinite loop are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config invalid and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is an umbrella import-regression report, but it is broader than the specific layer_type_validation import error." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and stale phonemizer language state are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded use is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization regression are different tokenizer 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": 21, + "review_unit_index": 47, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:43992|issue:44704", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44625|issue:46002", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:42222|issue:43441", + "issue:45083|issue:45446", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:44117|issue:45588", + "issue:45071|issue:46614", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:42673|issue:43906", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:45405|issue:45446", + "issue:43937|issue:44977" + ], + "prepared_review_unit_hash": "2b968bb21010bbb02c2364e813c5d110b7c0038cf195f7fc5cade9b1c45e5474", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly separate closed bug reports across unrelated models, tokenizer paths, generation, training, and docs. I would not merge any of the soft pairs; the safest anchor is a high-signal, well-scoped bug report rather than a presumed duplicate set.", + "confidence": 0.61, + "canonical_issue_reason": "If a single issue must anchor this mixed cluster, issue 42371 is the strongest representative because it has the most discussion, a concrete regression, and a clear fix surface.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42371 is the best standalone issue here: it is detailed, widely discussed, and has a concrete API/behavior mismatch that is easier to triage than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: model loading with base_model_prefix vs NaNs in classification heads." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; not the same code path." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 control/settings issue vs missing image-processor method; different subsystems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Encoder weight loading bug vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different variants and different failure modes in from_pretrained/FlashAttention." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression vs flex_attention version-check bug; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation issue vs NaNs after init/checkout; not the same defect." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments ignored vs trainer evaluate-after-train failure; different problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained key serialization bug vs from_pretrained load error; related model family but different path." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage vs Ministral FlashAttention regression; no shared underlying bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe helper behavior vs flex_attention import/version check; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example classification output bug vs pipeline translation error-message/docs issue." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs tokenizer BPE-marker handling; different layers." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state mismatch vs generation cache missing; different training/generation paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning in paged generate(); not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing removed pipeline() vs flex_attention version-check issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "General tokenizer loading regression vs Qwen3 offset_mapping bug; distinct tokenizer issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored in backends vs Gemma4 bidirectional mask construction; different models and behavior." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec/warning regression vs Wav2Vec2 phonemizer backend state leak; unrelated tokenization components." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None assumption vs flash_attention crash on s_aux=None; unrelated code paths." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type-checking breakage vs phonemizer stale-language bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing vs feature-extractor padding inefficiency; not a duplicate." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights vs PretrainedConfig type checking; different loading-stage bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Original VRAM leak report vs an isolated reproduction of a different issue number; no evidence they are the same defect." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency of lm_head.weight vs NaNs in classification heads; different symptoms and likely causes." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs missing torchvision crash in AutoProcessor; different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs Deepseek tokenizer regression; separate tokenizer implementations." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump issue vs incorrect PyTorch version check; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig vs Qwen3.5 flash-attention generation problem; different concrete 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": 21, + "review_unit_index": 48, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43577", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:45362|issue:46328", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:42371|issue:46617", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:42175|issue:42222", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "fdc2300018e6978c3580503e38321376f15402401d35add24b56ba77b450f44e", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs share only superficial keywords (tokenizer, import, config, model name) but point to different bugs or code paths. I would not merge any soft pair as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella among the candidates, covering the general import-regression class rather than a single narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative of the cluster because it describes a general upgrade-induced breakage that can subsume several of the import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Same Qwen3.5 family, but different failures: missing layer-0 projections vs a from_pretrained MoE load error." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated bugs: testing_utils issue vs SequenceFeatureExtractor.pad performance/pathology." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but 45561 is an xdist race on captured_info.txt; 45341 is a different unspecified bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: flash_attention_3 causes degenerate training, while 45216 is a save_pretrained checkpoint regression." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a type-checking break in v5.4, the other is stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-loading failures, but different bugs: TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same missing export." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression vs noisy logging message; no shared underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel runtime failure is unrelated to the testing_utils bug in 45341." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading problems, but one is a model-type mismatch and the other is a key error for a specific checkpoint." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage is different from the BACKENDS_MAPPING/tensorflow_text backend-definition error." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior/control issue is unrelated to the MLA q_a_layernorm rms_norm_eps precision bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config loading strictness and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning vs VRAM leak in multi-dataloader-thread use; different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error is distinct from an unrecognized model/config.model_type error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol is not the same as the _torch_extract_fbank_features issue." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing image_utils import is too narrow to equate with the broader 'many import errors' upgrade regression." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same Qwen3.5/MoE area, but one is missing projections while the other is a from_pretrained error; not the same underlying bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer args ignored and optimizer.step called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type regression and changed tokenization output are related only loosely; not enough to treat as one bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage is unrelated to the missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are separate GLM issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings setting and unexpected position-id keys are different regression reports." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Dependency/backend installation issue vs VitPose model breakage; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during compile; the other is incorrect dtype propagation when loading BLIP2." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings issue and trust_remote_code cache loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46369" + ], + "soft_pairs": [ + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117" + ], + "prepared_review_unit_hash": "ade00f9f87909295a4df1689f1b2d3aefcccf99fc32629354a6fa0209b59a180", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import regressions, model-specific bugs, training/runtime issues, and a few docs/test complaints. None of the soft pairs look like true duplicates or the same code-path fix.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue emerges because the set is not a single bug family; the closest hub is 45341 by soft-link density, but those links look spurious.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the most substantive and current item in the set (open, detailed, with inbound references), but it is still only a weak representative because the cluster is mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different failures: chunked_prefill cache handling vs a testing_utils bug; no shared code-path." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated model internals: missing image patch API vs missing rms_norm_eps in MLA config." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are regressions, but one is an AutoImageProcessor import break and the other is PreTrainedConfig type checking; different problems." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs tf backend detection bug; not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different model-loading failures: shape mismatch vs missing projections." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-shape/indexing bugs in different model code paths; not mergeable as one fix." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA ReLU omission vs a DeepSeek v4 tensor transform issue; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but the reported failures and scope differ; too broad to treat as the same bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support issues for different architectures; separate model-specific compatibility gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save/shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is support failure and the other is degenerate training with FA3; different symptoms and fixes." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL family issues with different symptoms; not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API vs gguf_file loading breakage; unrelated regressions." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access vs a small testing_utils bug; different files and behaviors." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to the testing_utils issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image vs memory overflow in sam3-litetext; different model/runtime problems." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Nonexistent import from image_utils vs documentation parameter mismatch; not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs: missing image patch count method vs torch.split return handling." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision/config issue in MLA q_a_layernorm vs RoPE implementation bug; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs a model-loading failure in transformers>=5.1.0; different layers." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/prefill, but cache absence and final-batch masking are separate bugs." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor loading crash without torchvision vs save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; no overlap in code path." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Remote-vs-native DeepseekV3 divergence vs a DeepSeek v4 tensor operation bug; different issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init; unrelated training-path problems." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision vs ReasoningEffort import error in Gemma 4 processor loading; different missing dependency/API issues." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and symbols; not the same underlying breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal warning vs flash_attention.py crash on s_aux=None; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Tie-embeddings API removal vs quantized-model save/load breakage; different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3-family config/model issues: missing projections vs missing deepstack_visual_indexes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe package compatibility issue vs qwen3next layer-0 projection omission; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test from missing set_seed calls vs a noisy logging message; not duplicates." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they involve different symbols and modules; no single fix is implied." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizers AddedToken keyword collision vs tokenizer mapping None handling; unrelated tokenizer 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": 21, + "review_unit_index": 50, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:43986|issue:44016", + "issue:44938|issue:46178", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298" + ], + "prepared_review_unit_hash": "9c3c2b72948a7b497ab803cd1b6f5e46c92b6da5abce8787c7da2aeaa681b889", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37690, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a duplicate set: the soft-match pairs span unrelated bugs, warnings, import errors, model-specific regressions, and docs/tests. No soft edge should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43502 is the cleanest standalone bug report in the set: it has a precise, user-visible failure ('local_files_only=True' still triggers API requests) and enough discussion to serve as a representative anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the strongest global issue candidate because it describes a concrete, reproducible runtime regression with clear expected behavior and broad utility for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different bug classes: unwanted network access vs missing checkpoint weight during model loading." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a v5 API removal/notice issue; the other is a quantization/offloading malfunction in model execution." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Evaluator failure after training is unrelated to an import failure caused by package interaction." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is a loading-path bug; auto_docstring with future annotations is a documentation parsing crash." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision for video AutoProcessor is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video-model import crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to an unsupported backend name in BACKENDS_MAPPING." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model/backend regressions." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized save failure is unrelated to saving Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to a Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile is not the same as a model-specific torch.compile SDPA failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect pipeline error messaging is unrelated to inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Generic bfloat16 precision warning and tie_word_embeddings warning are distinct config-level issues." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default question." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repo-check/dummy-class cleanup is unrelated to a noisy logging message." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API in v5 is unrelated to a logging-noise complaint." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention unsupported for a specific model is different from attention scaling being ignored in backends." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model/backend support bug is unrelated to Python version compatibility." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek tensor operation issue do not share the same code path." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer and datasets interaction." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored attention config and changed register behavior are different attention-interface bugs." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to a Trainer import problem." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are related only by model family, not the same concrete failure." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config handling is unrelated to degenerate zero-loss behavior in sequence classification." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing Gemma3Config attribute and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is a distributed-training bug, not an attention-backend config issue." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging is unrelated to importing Trainer being affected by datasets." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast returning only one label." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning is unrelated to compiled flex_attention failing on newer torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model warnings are unrelated to bfloat16 compile warnings." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures from different packages/models; no shared underlying bug." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Removed auto_mappings entries breaking CI is unrelated to noisy logging output." + } + ] + }, + "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": 21, + "review_unit_index": 51, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46365" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:44625|issue:46365", + "issue:42898|issue:43066", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44938|issue:45071" + ], + "prepared_review_unit_hash": "471a7709d59993d2ca7a2cdde508d5df6ceee73821704e0fa254b679a84a79e9", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet contains only issues, no PRs. Most items are unrelated one-off regressions. The CLIP v5 reports are clearly related, but the evidence is not strong enough to conclude they are the exact same underlying bug, so they should be treated as possible duplicates rather than a definite merge pair.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 43761 is the most specific and actionable CLIP v5 regression report because it names the exact forward-path failure and trigger; 43618 is related, but the packet does not prove it is the same bug rather than a nearby symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "43761 is the best single issue to anchor the cluster because it is explicit about the CLIPVisionModel.forward regression and the `output_hidden_states=True` trigger.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different bugs: chat-completions request validation vs batched chat template handling with padding=False." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Unrelated failures: missing internal import vs local_files_only still making API requests." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different scopes: Qwen3-VL-Moe loading regression vs fp8 inference support request." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths: wrong custom module reloaded after save_pretrained vs a dtype/transpose bug in deepseek-v4." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention-related code, but one is a CLIP output regression and the other is GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Related CLIP v5 forward regressions, but the packet does not prove they are the same underlying bug; safer to mark as possible duplicates rather than mergeable." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different load bugs: Qwen3VL-Moe breakage vs state_dict sorting causing model load errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Different save_pretrained problems: quantized model saving vs pipeline object serialization." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Separate missing-attribute bugs in different model families and config/output classes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-stack issues: /v1/chat/completions request acceptance vs assistant tool-call template crashes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated model-specific bugs: Smollm3 RoPE layer dropping vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different problems: config propagation in Qwen3.5 vs importing Trainer being affected by datasets." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior change vs decoder type mismatch." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages; not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different issues: Flash Attention 2 support gap vs invalid GenerationConfig handling." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different regressions: base_model_prefix loading vs inability to save Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to Pipeline save_pretrained behavior." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Distinct bugs: missing config attribute vs optimizer arguments not being applied." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic load failure from state_dict ordering is separate from Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python-version compatibility failures with different versions and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 bidirectional-attention masking." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Same model family, but different configuration constraints and different failures." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-attribute errors in different configs (vocab_size vs pad_token_id)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint saving are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different classes of config bugs affecting different models and fields." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 embedding-weight loading issue is unrelated to Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption under FSDP2 is unrelated to a typo in cache strategies." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling and Trainer import failure are unrelated issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to the broad import errors after upgrading Transformers." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python parsing/import problems, but one is compiled-file execution and the other is a torch.jit script parsing error on Python 3.13." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility breakages: Python 3.14 loading vs PretrainedConfig type-checking in v5.4.0." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, and it is correct that the packet contains only issues and no PRs. However, the one accepted soft-edge pair is a bit too strong: issue 43618 (missing attentions) and issue 43761 (hidden_states=None despite output_hidden_states=True) are related CLIP v5 forward-path regressions, but the packet does not by itself prove they are the same underlying bug. A more conservative verdict would be to mark them as related/possible duplicates rather than definitively mergeable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44857", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617" + ], + "soft_pairs": [ + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43874|issue:46617", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375" + ], + "prepared_review_unit_hash": "b4f0a65f0496bb7a776e0a01c548b9d1abea0236aaaa962bcc314eb0c41822b9", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is too heterogeneous to treat as one duplicate set: it mixes import/export regressions, tokenizer/model loading failures, training bugs, flaky tests, and model-specific issues. The only plausible duplicate edge is the import-time slowdown pair (41669/44246).", + "confidence": 0.79, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bug classes, so any single issue would misrepresent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; 41669 is the closest representative of the import-performance subgroup, but the cluster is not coherent enough for a single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: state_dict sorting/load error vs missing Qwen3.5 vision config field." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated model-load error vs Gemma pipeline roundtrip issue on a token character." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute error is unrelated to FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both involve tests, but one is missing set_seed flakiness and the other is a pytest-xdist file race; different causes." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache/layer no_grad decoration is unrelated to the broad complaint that v5 breaks too many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe top-level import slowness; 41669 identifies the likely import-* root cause and 44246 reports the same symptom." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "General tensor-parallel training bug vs Qwen2-57B-A14B OOM when loading with tp; not the same concrete failure." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict sorting/load failure is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad cache update bug is unrelated to Python 3.9/3.10 compatibility for Transformers 5.1.0." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init policy changes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different loading failures: missing embed_tokens weight vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing dependency error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput issue is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence from remote code." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but one is missing set_seed and the other is a stale device override race." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only leakage is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and v4.57 checkpoint reload failure are both loading-related but appear to be different code paths and failures." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory regression is unrelated to cross-version checkpoint reload failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe bug is unrelated to missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash is unrelated to cache-file loading failure." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors are unrelated to the slowdown when filtering data after upgrading Transformers." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures from transformers, but they name different missing exports and the underlying cause is not established as the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export is unrelated to trust_remote_code cache lookup failure." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tp plan for Qwen3_5MoeForConditionalGeneration and Qwen3.5 Moe from_pretrained failure are related by model family, but not clearly the same concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow failure reporting is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "(Duplicate of the compiled-files vs filtering-speed pair) Different failure modes and code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "(Duplicate of the import-name failure pair) Similar surface symptom, but no evidence they share the same root cause." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan is unrelated to the missing deepstack_visual_indexes vision-config field." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and appropriately conservative. The cluster is indeed heterogeneous, and the only accepted soft edge, 41669/44246, is well supported by the shared import-slowdown symptom. The other soft-edge rejections stay within the evidence and avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617" + ], + "soft_pairs": [ + "issue:43010|issue:43232", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "46123db57c48566d82c734a05bb3a74503215627698e43d19a16adb8f4ded9ed", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of unrelated Transformers v5 regressions and import/loading issues. Only the two RoFormer reports look like they plausibly describe the same underlying code-path bug; the rest are distinct enough to keep separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the cluster\u2019s theme of widespread v5 breakage, but it is still vague and not a true duplicate of the more specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the closest single issue to the overall cluster theme and could serve as the top-level representative, though it is too generic to be a great standalone canonical ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different bugs: cache update no-grad behavior vs generation kwargs update after sync_gpus." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: local_files_only network requests vs a placeholder/invalid racoon issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different areas: offline/local-files-only networking vs FP8 save_pretrained MoE behavior." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs documentation confusion about model.forward arguments." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still reference pipeline() vs an unrelated placeholder issue." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading regressions, but for different models/releases and likely different root causes." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to tensor-parallel training correctness." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different failures: compiled-file loading errors vs save_pretrained for Pipeline objects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading breakage." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLM-R Flash Attention 2 support is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub is a dependency/export issue, not the transformers env command bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "transformers env CLI breakage is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application via model_init is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env regression is unrelated to missing Qwen2_5_VL export." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation mismatch is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue title vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export is a symbol/export problem, not a cache FileNotFoundError." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "CLI/env breakage and Python 3.14 load failure are not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained MoE and FP8 inference support are related by theme but not the same concrete bug." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both concern RoFormer methods/attention not using the expected interface, which likely drops kwargs in the same code path." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to pipeline-docs mention of return_all_scores." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video attribute error is unrelated to trust_remote_code cache loading failures." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel application bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a broad v5 models-breakage complaint; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files is unrelated to an unspecified bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction is unrelated to a TensorBoard-without-TensorFlow backend error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it treats most items as separate v5/import/loading regressions, and the only accepted soft-edge pair (46143/46144) is plausibly the same RoFormer code-path bug without overstating certainty. No mergeability issues apply because there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 54, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45753", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908" + ], + "prepared_review_unit_hash": "6b4b7f147e9a50c4986a3e6a8e102230df927ba3b7ba7b4e9ad25e36be412475", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39654, + "estimated_input_tokens": 9914, + "estimated_eval_tokens": 20084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated Transformers regressions, model-specific bugs, docs issues, and API breakages. The only broadly representative issue is the generic v5 breakage report, but none of the soft pairs are close enough to treat as duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "issue #45850 is the closest umbrella for the recurring \"v5 breaks models\" migration complaints in this set, even though it is quite generic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45850 is the best representative issue because it is broad, open, and captures the overall migration-breakage theme better than the highly specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3-MoE, but one is a model/support complaint and the other is a tensor-parallel `_tp_plan` issue; different underlying bugs." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different failure modes for Qwen3-VL: 2D bbox hallucination versus an infinite-loop case on one image." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe `sys.modules` access are related to imports, but they are not the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL output issue and a `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "One is about the `transformers env` command, the other about reloading old checkpoints after a v5 upgrade." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific `Llama4Config` attribute error is not the same bug as the broad generic v5 breakage report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star slowdown and missing GenerationMixin cache during chunked prefill are different problems." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility problems, but they affect different model families and different code paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Moe is unrelated to a deepseek weight-conversion script question." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_idx` regression is too specific to merge with the generic \"breaks too many models\" complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is a different issue from broad v5 breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade is broader, but still a distinct regression report from the generic model-breakage issue." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance regression and missing `Qwen3_5ForCausalLM` import are different import-time failures." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test and an inverse-sqrt scheduler kwargs bug do not share the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type warning is unrelated to Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support refusal for Nemotron is unrelated to Qwen3-VL bounding-box errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "General import slowdown and lazy-loading malfunction are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version support regression is unrelated to the Qwen3-VL bounding-box issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs forwarding are different APIs and failures." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A `position_ids` buffer access error is not the same as a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg handling and `PretrainedConfig` type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is distinct from a placeholder generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown and missing `HybridCache` import are different import-related issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star slowdown is unrelated to the `testing_utils.py` bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility is a separate regression from the generic v5 model breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output errors and Qwen3.5 Moe `from_pretrained` errors are different model bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support issues and a missing module import for Qwen3_5 are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "`patchtsmixer` post-init behavior and tied-weight key crashes are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` and scheduler kwarg handling are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in `forward` and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with `model_init` and flash_attention_3 degenerate training are different code-path problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "`transformers env` and lazy loading are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA-indexer/ReLU discussion and Gemma-4 positional encoding bug are not the same underlying issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving `Pipeline` objects and `_get_tied_weight_keys` crashing are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a Qwen3.5 Moe `from_pretrained` failure are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse-sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct model-specific issues." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to scheduler kwarg handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 55, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-468", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43298|issue:46095", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "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:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue: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": "76eb2a5e0ec923ba0403989f11de376305c9d97d92e0b99216776dd632036dd3", + "component_budget": { + "node_count": 468, + "item_count": 468, + "soft_pair_count": 1715, + "serialized_chars": 890183, + "estimated_input_tokens": 222546, + "estimated_eval_tokens": 445348 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39711, + "estimated_input_tokens": 9928, + "estimated_eval_tokens": 20112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a noisy mix of unrelated Transformers issues that only share broad vocabulary like loading, tokenizer, import, or regression. None of the soft pairs are close enough to treat as duplicates or one merged fix.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45850 is the broadest regression-umbrella title in the set, so it is the least bad cluster anchor, but it is still too vague to serve as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most general and cluster-like issue here, but only as a loose umbrella; it is not a strong duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/perf issue vs a Qwen3 VRAM leak; different bugs and code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating vs a comb transpose bug; unrelated model logic." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Doc confusion about inputs/past_key_values vs a tokenizer/model-loading regression; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs documentation ambiguity; different problem types." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 use vs GLM-5 RoPE implementation issue; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; different models and failures." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API discussion vs Qwen3 VRAM leak; no shared underlying bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A vague 'many models break' meta-issue vs a specific Qwen3_5 import failure; too different to merge." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network/API calls with local_files_only vs timestamp math in Qwen3VL; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation vs missing save_pretrained files; different processor behaviors." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp bug vs Qwen3 multi-thread VRAM leak; unrelated failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue vs Gemma-4 audio positional encoding; unrelated implementation bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching not supporting audio models vs a DeepSeek-V4 weight-conversion question; not the same change." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU-offload device mismatch vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs Gemma-4 audio positional encoding; different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import errors for different symbols/modules; not the same underlying import breakage." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support error vs Qwen3_5 import failure; separate model-loading issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer v4/v5 behavior difference vs wrong decoder type in v5; related theme, but not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue ('Unemployment'); no relation." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder issue; not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue; no overlap." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated placeholder issue vs broad 5.0 regression complaint; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure vs unrelated placeholder issue; not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError vs chat-template crash on tool calls; different APIs and failures." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing Llama4Config pad_token_id vs tied-weight-key crash; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading vs missing internal import symbol; different issues." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing vs tied-weight-key AttributeError; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE vs missing processor save files; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-status reporting failure vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown vs tensor-parallel training bug; different code paths." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs a specific Qwen3.5 MoE from_pretrained error; related model family but not one concrete fix." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness vs tokenizer loading regression; different symptoms." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching limitation vs FP8 MoE support request; unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights discussion vs RoFormer attention-interface issue; unrelated models and code." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 shared-expert gating; different architectures and fixes." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint correction vs tokenizer regex warning after 4.57.3; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "ignore_value not used in Mask2Former vs kwargs not passed to loss calculation; different loss-path bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation vs RoFormer attention interface; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug vs tokenizer regex warning; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug vs RoFormer attention-interface issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss masking vs a typo in conversion code; no shared bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs not forwarded vs an incorrect type hint; different severity and area." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type-hint fix vs a typo fix; unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint correction; different topics." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former runtime bug vs config type-hint issue; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "review_unit_index": 1, + "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": "ae0f768cf566c3a8dbf28995f96903652190f4a90143a7319c3d850208a96f51", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "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: one asks for tokenizer truncation from the beginning, one requests ReduceLROnPlateau-like scheduling behavior, and one asks for Wav2Vec2 word time offsets. The similarity is superficial and based only on generic library/topic overlap.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 10519 is the most concrete, self-contained feature request and the clearest representative anchor, while the other two are about entirely different subsystems and behaviors.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the best standalone issue because it states a specific, actionable enhancement with clear scope; 11005 and 11307 are unrelated feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different requests in different areas: truncation behavior vs. Wav2Vec2 word boundary timestamps. No shared bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: tokenizer truncation direction vs. learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No common underlying problem; one concerns training schedules, the other speech model word offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "review_unit_index": 1, + "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": "f7d1493884a4bc8121cad93c73469cf53d3d7b738c7adf519a63e562d7c8799b", + "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": "This cluster does not look like a true duplicate set. One issue is about TAPAS tokenization mismatching TensorFlow, while the others are about model download/load failures and auth/error messaging. The two model-loading issues are still not specific enough to treat as the same bug.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 16618 is the best anchor only because it is the broadest model-loading report and closest to the soft-similarity links, but it is still not clearly the same underlying bug as the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most generally framed and most plausible cluster representative, but the evidence is too weak to call it a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domain: TAPAS tokenization parity vs loading a BERT model. No indication of the same code path or bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/load flows, but one is specifically about a private-model auth error message and the other is a generic BERT model load failure; not clearly 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": 4, + "component_count": 21, + "review_unit_index": 1, + "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": "9598ea7bdca674d7b06e02488adafefa236a5b654f32a1131edbe9dda84bc2f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct community feature requests, not duplicates: one asks for broader Flash Attention 2 architecture support, the other asks for broader GGUF architecture support. They share a general theme of model-format/kernel support, but the underlying code paths and changes are different.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: 26350 is about Flash Attention 2 support, while 33260 is about GGUF support; they target different functionality and implementation areas.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the better representative only by discussion activity and age, but it should not be treated as covering 33260 because the requested feature is different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different backends/code paths (Flash Attention 2 vs GGUF); similar broad architecture-support theme is not enough to mark them as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "review_unit_index": 1, + "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": "e56cab61e88433d239e98a6d5c070e7bf6323dbdda06bd9b2d48f9dd70f9c44b", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a theme cluster around docs translation requests, not one true duplicate set. The only strong duplicate-like matches are the generic placeholder-title issues and the identical Thai-titled pair; the concrete language-specific issues (Turkish, Spanish, Romanian) should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43834 is the best representative of the largest near-duplicate subgroup: it is the earliest of the generic placeholder-title translation issues and sits in the most central duplicate-like thread.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the most central and earliest issue among the repetitive template-style translation requests, so it is the best canonical issue for this cluster, though not a perfect representative of the language-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language requests; same broad docs-i18n theme, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language requests; too broad to treat as duplicates." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder translation issue; no evidence they are the same report." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests; distinct issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests; related topic, but not duplicate." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request does not match the generic placeholder issue closely enough to confirm duplication." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder translation issue; insufficient evidence of same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are separate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder translation issue; not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian issue is concrete, while the other is a generic placeholder translation request; too ambiguous to merge." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian issue is concrete, while the other is a generic placeholder translation request; not enough to conclude duplication." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder issue; same theme only." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request and Thai-titled issue do not appear to be the same report." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request and Thai-titled issue do not appear to be the same report." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation title and near-identical body length; looks like the same duplicated issue template." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder translation title and near-identical body length; likely duplicate reports." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different underlying requests; too little evidence they are the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different underlying requests; not enough to merge." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder translation issue pattern with essentially identical content; safe duplicate merge." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; no clear same underlying report." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; not the same concrete issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; same broad topic only." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; not enough evidence of duplication." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and matching body size; this looks like a straight duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the generic placeholder-title issues form a clearly tighter near-duplicate subgroup, and the Thai-titled pair is identical by title with matching body size. The language-specific Turkish/Spanish/Romanian issues are reasonably kept separate given only soft similarity and distinct titles. The canonical choice of 43834 as the earliest issue in the largest tight subgroup is conservative and supported by the timestamps." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "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" + ], + "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:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "772285bbeb3bdd0fe4fb9e6a81fdf45a2d21f8f01885f629e5801937f455eae2", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is over-broad: the issues are mostly separate model-add requests across different model families and modalities, so they should not be deduped together.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate stands out here; these are distinct model-request issues spanning unrelated families. If a representative issue is needed, the broadest BERT-family request is 42738, but it should not absorb the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "42738 is the broadest representative of the BERT-like subgroup, but there is no single issue that cleanly serves as a dedupe anchor for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and different support paths; not the same underlying change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3 TTS support are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different models and domains; this is just generic 'add model' similarity." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are model additions, but RF-DETR and DEIMv2 are distinct architectures and requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Detection model support vs audio model support; clearly different code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different modalities and models; not the same bug or feature." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR support and Qwen3 TTS support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3 ASR are unrelated model families." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "A BERT variant request and a sparse-transformer request are not the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT config support vs LFM2.5 audio support are different requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "Different model families entirely; only the wording is similar." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Both are BERT-like, but they target different concrete model families and implementations." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 support and Qwen3 ASR support are different model changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "Different model families; not a duplicate." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different models and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3 TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3 ASR are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3 TTS are different families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both are BERT-related, but one is a generic RoPE discussion and the other is a specific model support request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A BERT-like architecture request and a TTS model support request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR support for Qwen3 are related by theme but are distinct model/code-path requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different TTS model families and implementation work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Audio model support vs OCR model support are not the same change." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3 TTS and weight-sparse transformer are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-related, but they request different models and likely different support code." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR and audio model support are different feature requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3 ASR and the sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Different audio models and different support paths." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3 ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "Different vision-language models; same broad area, but 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": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "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": "50129d8af709bc08c4e2b74749221baa1a78d1e8ac67975513bd2bbba8c72ea1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor affecting implementation/code structure.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46443 is the better canonical issue because it names a concrete code change area ('Vision RoPE refactor') rather than a documentation/catalog update.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the strongest issue to keep as the representative thread: it is code-focused and describes an actual refactor target, unlike the docs-only request in 38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different underlying work: 38740 is a docs addition request, while 46443 is a model implementation refactor. They do not describe the same bug or change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "review_unit_index": 1, + "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": "1feca7771f5d833dc59201258a3964ffc4069adadab06d823e8533dd6740185d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not appear to be duplicates: one is about set block decoding, the other about adding DeepSeek v3.2 support. They target different user-facing problems and there is no shared issue target or code/file evidence linking them.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43037 is the more concrete and actionable request because it names a specific model/version support need, whereas #41084 is a broader implementation topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the best representative for the cluster only because it is the clearest standalone feature request; however, the items are not duplicates and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the titles describe different concerns (block decoding vs DeepSeek v3.2 support), with no shared targets, filenames, or code-path evidence suggesting the same underlying 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": 21, + "review_unit_index": 1, + "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": "0e56013ed9e16d7e5fdb609079bdcdf174adcddfa904fff64b8655dd81a39b47", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are both about custom trainers, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation. They are related at the subsystem level, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more direct and concrete trainer-behavior issue; issue 43600 is a separate FLOPS-accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared trainer/custom-trainer context only; the titles point to different code paths and user-visible problems, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "review_unit_index": 1, + "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": "a028cf060570c4f8bce9cfe494f63e5944db165a912c75d5d07b8a8cd226c32d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different model-support requests in the Qwen family: one for Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration, and one for Qwen3.5 AutoModelForSequenceClassification support. They touch related areas but do not describe the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is broader and more central: it requests missing AutoModel registration for Qwen3-Omni, which is a foundational model-loading gap rather than a single task-head addition.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best representative of the cluster because it is the more general model-registration request and is closer to a core compatibility fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different concrete requests: one adds Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other adds sequence-classification support for Qwen3.5. They are related by model family but 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": "issue", + "component_index": 11, + "component_count": 21, + "review_unit_index": 1, + "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": "217c7b4a31edc7e47c1c9df2ff5e3cdb4e39f03d236e69a1a9c9a6c517d267f0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact same title, \"huggingface \", and were opened within about 24 hours of each other, so they look like likely duplicates. Issue 43835, \"Fett\", does not look related.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the best canonical candidate because it is the earliest of the near-identical \"huggingface \" issues, making it a reasonable representative for the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest representative issue for the cluster of near-identical reports; 43835 appears unrelated and should not be used as canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no supporting body/details tying them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no supporting body/details tying them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no supporting body/details tying them to the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title and close creation time; they look like the same issue report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and similar timing strongly suggest a duplicate report of the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and similar timing strongly suggest a duplicate report of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 share the exact same title and were created close together, while 43835 has a different title and weaker similarity. The canonical choice of 43845 as the earliest among the near-identical huggingface reports is reasonable. The soft-edge verdicts are conservative and consistent with the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "review_unit_index": 1, + "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": "fc3fc4f3a86a3c6dd85d0139f9f55fa3fd413974558bb6c36edeeb0ddb0ed71b", + "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": "These items do not look like a real duplicate cluster: three are generic spam placeholders, one is a vague documentation suggestion, and one is an unrelated \"Google LLC\" post. There is no evidence of a shared underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44371 is the most generic placeholder entry, but there is no substantive shared problem to justify a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good canonical representative because the titles point to unrelated content; 44371 is only the least-specific placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no concrete shared bug or request to treat as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but the threads provide no shared underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a documentation suggestion; not the same request." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder versus an unrelated \"Google LLC\" post; no duplicate signal." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but the available text does not indicate the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated named post; no shared concrete issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated named post; no shared concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "review_unit_index": 1, + "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": "5a3ecb62f388a7c5d4192b57cd3c2ef359f2e2a1e1e77f6a6040cc985e7f58af", + "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": "These two issues are near-duplicates: same title, same energy-reduction proposal, and highly similar bodies. Issue #45145 is the better canonical choice because it was opened earlier and has the only inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is earlier and has more inbound references, so it is the best canonical representative for this duplicate issue pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest standalone issue: it appears first chronologically and is the only one with inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and essentially the same proposed energy-reduction work; the bodies are highly similar, so this looks like the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the issues have identical titles, similar body lengths, and soft-similarity evidence, while #45145 is earlier and has the only inbound reference. The soft-edge verdict is appropriately cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "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": 15, + "component_count": 21, + "review_unit_index": 1, + "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": "be5fb7372eabd2056bcc5bb9a65d6b28b6dfe619bd4d09a04ca013ac06846ba0", + "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 two closed issues are both 4-bit inference failures, but they point to different root causes and error modes, so they should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: #45672 is a torch.finfo(uint8) failure in Gemma4 audio modules, while #45674 is a BitsAndBytesConfig regression where llm_int8_skip_modules clears the default lm_head exclusion and triggers an AssertionError.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication here; the reports describe separate bugs rather than one underlying code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different symptoms and causes: a uint8/torch.finfo TypeError in audio modules versus a bitsandbytes skip-modules exclusion regression causing AssertionError. Same broad 4-bit inference area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 21, + "review_unit_index": 1, + "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": "1f20155882f30dcfd83e131203537c31a5874daa12fdc6574fac571e50c2054e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated empty placeholder reports naming different people and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one, issue 45762 is slightly earlier, but neither issue is a meaningful canonical representative because both are empty and non-technical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different subjects entirely: different names and dates, with no body text, shared target, or technical overlap indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "review_unit_index": 1, + "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": "21a9f34241745c31049e7975a1512a767d32e3ca001973b440d52305015792ca", + "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": "Two closed issues with only person-name/date titles and no body or links; they do not appear to describe the same bug or feature request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical candidate; both look like unrelated placeholder/personal-name entries rather than substantive issue reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles refer to different names and dates, with no body, links, or shared technical context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "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": "623d79b46e7e3bc7a05e345cbd2f9c622cae28558a9b5856e62e430f18874313", + "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 token-classification model class, the other asks for FP8 training support. I do not see a duplicate relationship.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and descriptions point to different feature requests in different parts of the stack.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the more concrete, self-contained feature request; 46295 is a broader training capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying changes: adding Qwen3_5ForTokenClassification vs enabling FP8 training support." + } + ] + }, + "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": 21, + "review_unit_index": 1, + "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": "d6ada40d5095aa0ffae55b8b5a070aebb1fd1fa98a3d60e9e703a06a8ff25301", + "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": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related only by topic and is not the same underlying request. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the earliest member of the exact duplicate pair 45870/45871, with identical title/body content, so it is the cleanest canonical issue representative.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall representative: it is an exact duplicate match with 45871 and predates the other duplicate pair, while the remaining issue is a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a financial dataset bundle offer vs an example/tutorial about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: dataset bundle offer vs example/tutorial issue; only broad finance overlap." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate: same title and same apparent content, clearly the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance/DataForge theme, but one is a prediction example while the other adds scraping service; not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related theme only; the described scope differs from the prediction example and is not the same underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad topic, but different concrete issue text and scope." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad topic, but not the same underlying issue/change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate: identical title and content indicate the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The duplicate pairs 45870/45871 and 45872/45873 are supported by identical titles, equal body lengths, and jaccard 1.0, while 45869 is only loosely related by topic. The soft-edge verdicts are conservative, and the lack of PRs is correctly noted." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "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": "c53b42dc0f6dcf459aae6651a20c1185381f9a8980589266286a79bd98f77bf7", + "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 concern `cache_implementation=\"static\"` and `linear_attention`, but they describe different concrete failures: one is shape corruption during `early_initialization`, the other is a `KeyError` in Qwen3.5. I would not treat them as the same bug without stronger evidence.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it names the broader/root-looking static-cache `early_initialization` corruption and its effect on linear-attention shapes, which is more likely to subsume related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best issue to represent this cluster because it is the more general, code-path-oriented report rather than a specific model-facing crash symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Shared subsystem only. 46439 reports wrong-shape corruption in `early_initialization`; 46441 reports a `KeyError: 'linear_attention'` on Qwen3.5. These could be related, but they are not clearly the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "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": "ae4b9fd0b57f1b0a98e8a8b4ab412150cd7bbdd8d7c7cf37c9f8a8a2ff29b39d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are very likely duplicates: they have identical titles, the same body length, and a perfect similarity signal. The open issue is the best canonical target because it is active and already has inbound references.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46552 is the better canonical issue: it is the active report, remains open, and already has inbound references, so it is the best place to track the bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue overall because it is the active copy of the report and can continue to collect discussion and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Likely duplicate issues for the same reported bug: identical title, matching metadata, and perfect similarity strongly indicate the same Wav2Vec2CTCTokenizer regression, though the record does not explicitly prove the full bodies are identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-issue choice is well supported, but the duplicate verdict is a bit too strong for the evidence shown. The packet confirms identical titles and very high similarity, but it does not explicitly prove the bodies are identical, so wording like \"same exact bug report\" / \"matching description\" overstates the record. A more conservative phrasing would be \"likely duplicate\" or \"same reported bug.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request: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": "5fa7e3e44d639543bd1ffaa95ac7897de52d35b41bfc9e43d04cb440883ce49d", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38086, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38086, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a loose pile of unrelated PRs that only share broad Transformer-maintenance similarity. The only true duplicate-like pair is the two fixed_cross_entropy kwargs patches, which both change the same loss utility to forward weight/label_smoothing to nn.functional.cross_entropy.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clean cluster-wide canonical representative because the set is heterogeneous; the only genuine overlap is the fixed_cross_entropy kwargs fix, where PR 43251 is the clearer representative due to its explicit issue target and precise description.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative of the only real duplicate pair: it directly targets issue 43240 and implements the same cross-entropy kwargs forwarding fix as 43254, with slightly clearer intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: VideoPrism model/docs addition vs executorch dynamic-shape export test. Same generic testing/modeling theme, but not the same bug or mergeable change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer missing methods vs executorch export tests are different code paths and fixes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API addition for MistralCommon is unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are not the same as introducing a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs forwarding fix and MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch different code paths in the same repo area, but one fixes loss kwargs handling while the other is Mistral4 test/model wiring." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export test and Mistral4 model/test fixes are not the same underlying issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability tests do not match the MobileLLM model-addition PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support is unrelated to config resolution order fixes in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model areas and different code-path problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the draft model-creation skill/docs PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output collection refactor and Mistral4 test fixes are distinct changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests/model wiring vs layrnorm->layernorm renaming for CLIP-like conversion are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model updates are unrelated to chat response parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and TDT loss kernel integration are different subsystems and changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes do not match the modeling_utils config-resolution order fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 PR is a code fix; the model-creation skill PR is draft docs/tooling and not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the draft model-creation skill/docs PR are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same function, fixed_cross_entropy, to forward the same supported kwargs (weight and label_smoothing) into nn.functional.cross_entropy; they fix the same concrete bug and are mergeable as one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, PR 43251 and PR 43254, is clearly the same loss utility fix in the same file with the same issue target, so mergeable as one bugfix. The rejected soft-edge verdicts are also cautious and supported by the diffs; no evidence of overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 38, + "review_unit_index": 1, + "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": "c794965e6cf9d110294d5c0071e8d261252f2d04d5f97b7e4788f080b2207703", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice pull requests, but they are not duplicates: PR 40546 is the base VibeVoice model integration, while PR 42781 adds a separate Realtime path plus acoustic-tokenizer work. The overlap in filenames is mostly shared model plumbing, not the same concrete fix/change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner canonical representative of the cluster because it is the foundational VibeVoice implementation with broader review activity and appears to establish the core integration rather than a specialized follow-on.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best single representative for the cluster because it covers the main VibeVoice addition end-to-end; PR 42781 is narrower and extends into Realtime/acoustic-tokenizer functionality, so it is not the best stand-in for the shared topic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite shared VibeVoice files, 42781 is not the same change as 40546. It adds Realtime and acoustic-tokenizer support, so the PRs target different concrete code paths and are not safely mergeable as one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 38, + "review_unit_index": 1, + "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": "a82418ac00f825bf43b5a5734b45b9eec445a4f914947a4ac159d51b67d8197d", + "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 feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No clear duplicate canonical PR exists; if one must be retained as the best representative, PR #41224 is the more focused, review-heavy model-support addition, but it is still not a duplicate of #40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: #40755 adds TimesFM forecasting with external covariates, while #41224 adds DINOv3 image classification support. They do not fix the same bug or implement the same feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "5bcf3c69fb127df9dc821b078eadf3827a432236bbd86281e4f34c6f5777cdc3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs that share framework boilerplate (docs, auto mappings, registry updates) but implement different models and code paths. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct model integrations with different filenames, implementations, and tests; the overlap is mostly standard registration/documentation work.", + "best_issue_reason": null, + "best_pr_reason": "None of these PRs is a better duplicate target than the others because they are not the same change; if one must be chosen as a cluster representative, Kimi2-6 is the most recent and broadest integration, but it is still distinct.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations (DeepSeek OCR vs Isaac) with separate configs/modeling/processing and tests; shared auto-mapping/docs updates are boilerplate, not the same bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) touching different model packages and implementations; they do not appear mergeable into one concrete 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": 6, + "component_count": 38, + "review_unit_index": 1, + "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": "34087c530aa29ff7a7b2ff15eb8650af468fa96e3d297678d5398b4d346c329c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are broad GitHub Actions maintenance updates, but they target different action families and compatibility goals: one is about Node 24-compatible core actions, the other about upgrading Docker/build-related actions to latest versions. They overlap in workflow files, but not in the underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearer, more specific goal (GitHub Actions Node 24 compatibility) and touches a wider set of core workflow actions used across the repo.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone PR in the cluster since it addresses a concrete platform compatibility update rather than a narrower action-version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: 42975 upgrades core GitHub Actions for Node 24 compatibility, while 42976 updates docker/build-push-action and a few related actions to newer versions. They share workflow files but fix different dependency/version sets and are not the same code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46641" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:46641", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:46641", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:46641", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46641" + ], + "prepared_review_unit_hash": "a228713a6c5f9ae0b31e2954aaad3fd6f9f5e717538b55f00890b9a171e24135", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 20401, + "estimated_input_tokens": 5101, + "estimated_eval_tokens": 10458 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 11, + "serialized_chars": 20401, + "estimated_input_tokens": 5101, + "estimated_eval_tokens": 10458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains several independent model-addition PRs and one unrelated docs punctuation fix. The superficial overlap is mostly shared Transformers boilerplate, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these PRs add different models/features (plus one docs-only edit), so they are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a true global dedupe representative; if forced, 43451 is the broadest feature PR, but it is still unrelated to the other model-addition changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo) with separate codepaths; shared auto/docs files are boilerplate, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model additions with different architectures and files; not mergeable as one PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46641", + "accept": false, + "reason": "A model-addition PR and a one-line docs comma fix are unrelated changes." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model integrations touching different model codepaths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming, but they are different models/features with different implementations and files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46641", + "accept": false, + "reason": "Molmo model integration is unrelated to a punctuation-only docs fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model additions, not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46641", + "accept": false, + "reason": "Molmo2 model integration is unrelated to a docs comma change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM add different models with different concrete implementations; shared framework files are not enough to merge them." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are separate model additions for different architectures; they do not fix the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-14", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:44958", + "pull_request:45114", + "pull_request:45415", + "pull_request:45425", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579", + "pull_request:46635", + "pull_request:46636", + "pull_request:46637" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:46636", + "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:44958|pull_request:46637", + "pull_request:44958|pull_request:46635", + "pull_request:45114|pull_request:46579", + "pull_request:45415|pull_request:45425", + "pull_request:45415|pull_request:46637", + "pull_request:45415|pull_request:46635", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579", + "pull_request:46635|pull_request:46636", + "pull_request:46635|pull_request:46637", + "pull_request:46636|pull_request:46637" + ], + "prepared_review_unit_hash": "f0d8107369e8156b0373c911262fc8c692b708592e49709f46b21dc9296b6395", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38600, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38600, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only convincing duplicate-like pair is the typing/refactor follow-up between 45415 and 45425; the rest are unrelated bug fixes, CI/test tweaks, or independent typo-only PRs that should not be merged as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broadest substantive change in the cluster and the best anchor for the one real overlap, with 45425 reading like a follow-up/extension to the same typing work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best overall representative because it has the clearest cohesive technical scope and the strongest legitimate duplicate-style relationship in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46636", + "accept": false, + "reason": "Whisper test fix vs. generation config/test typo fix; unrelated code paths and different bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different model test files and different failures; no shared underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test work is unrelated to the FP8 dequant fix in Mistral/quantization code." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tests and generation watermarking validation are separate areas and separate fixes." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility shim for tie_weights is unrelated to the broad typo cleanup PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test assertion edits versus Phimoe integration/CI environment changes; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated test-only edits versus an FP8 dequant/code-path fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different test suites and different runtime behavior; not duplicate change requests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test assertion noise and typo cleanup are not the same underlying change." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization and Phimoe CI/memory handling are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different generation/quantization code paths and different failure modes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Quantization fix versus broad typo cleanup; no shared concrete bug." + }, + { + "left": "pull_request:44958", + "right": "pull_request:46635", + "accept": false, + "reason": "Import error fix in video processing is unrelated to a generation config typo fix." + }, + { + "left": "pull_request:44958", + "right": "pull_request:46637", + "accept": false, + "reason": "Video import handling and mask2former/generation typo fixes are separate changes." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/doc formatting cleanup is not the same as the code typo-refactor PR." + }, + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": true, + "reason": "Both are part of the same typing/type-checking work, with 45425 reading as a follow-up extension to 45415's broader refactor." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46637", + "accept": false, + "reason": "Broad type-checking work versus unrelated typo fixes in generation/mask2former; different concrete changes." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46635", + "accept": false, + "reason": "Type-checking refactor and a small generation typo fix are not the same underlying change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI/device-map handling are distinct problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Watermarking validation fix and code typo cleanup do not match as one bug/change." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46636", + "accept": false, + "reason": "They share one typo hunk, but 46636 is a different multi-fix PR with an extra test change; not the same single change." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46637", + "accept": false, + "reason": "Same generation typo appears, but 46637 also carries a separate mask2former typo fix, so this is not one concrete change." + }, + { + "left": "pull_request:46636", + "right": "pull_request:46637", + "accept": false, + "reason": "These are different typo bundles with different extra fixes; 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The shared ViT test file is incidental and does not indicate the same underlying fix or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the PRs touch different code paths and purposes. #43488 is a small setup/version/dependency test change, while #43532 modifies CI workflows plus testing utilities and notification code; they are not plausibly 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": 10, + "component_count": 38, + "review_unit_index": 1, + "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": "6f97345bf1ab382df817730223813b6f46b3d06154792c651c907b32724e33e1", + "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 related but distinct feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share some scaffolding, but they target different pipelines and backend integrations, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more representative pipeline addition: it covers promptable visual segmentation across multiple backends and includes the corresponding docs/tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the strongest representative of the cluster because it is the larger, more complete segmentation pipeline feature with broader model coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are different user-facing features and code paths (concept segmentation vs visual segmentation). Shared docs/pipeline scaffolding is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 38, + "review_unit_index": 1, + "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": "faef11b7185a08a13b9ccba314ee6c6f7e930bd2aedc5c3fa22c0131f271ebbc", + "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": "Two unrelated Trainer customizability PRs: one changes gradient-accumulation loss scaling, the other adds an override hook for signature column filtering. They share a file and theme, but not the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better canonical representative because it introduces a concrete behavioral change in the training loss path with clear runtime impact; 43663 is a separate refactor/hook around feature-column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone PR in the cluster: it addresses a specific trainer behavior and is more likely to be the primary change users would track. PR 43663 targets a different code path and should not be grouped with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch trainer customizability, but one is about gradient-accumulation loss scaling and the other is about input signature/column filtering. These are different code paths and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 38, + "review_unit_index": 1, + "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": "c84ec4d89486bad7240f4da2119727685be3e7f737418cad8aa514856aebfd94", + "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": "Two PRs touch the same file and both mention TypeAdapter, but they address different underlying problems: one is a typing/forward-reference cleanup, the other is a runtime import issue when pydantic is absent. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here; the PRs fix different bugs. If one must represent the cluster, PR #43842 is the cleaner representative because it targets a specific runtime NameError with an explicit issue link, while #43656 is a separate typing-related fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best standalone PR: it has the clearest concrete failure mode, an explicit issue target, and a narrowly scoped fix. PR #43656 is broader and appears to solve a different typing/annotation problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and same symbol area, but different bugs: #43656 changes annotation handling/import typing, while #43842 fixes a NameError when pydantic is not installed. They 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": 13, + "component_count": 38, + "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": 14, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request: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:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request: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:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "f996db9f37e6ec0e2650270e2612bce419e4cf55ec4e409d51b167ca8d4702dd", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors for standardized output tracing; most pairs are related only by the shared refactor pattern, not by the same concrete code path. The only clear duplicates are within the GPT-Neo PR pair and within the GPT-J PR family.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative: it is the latest GPT-J/codegen output-tracing refactor, has the same explicit tracking issue pattern, and appears to be the most complete revision of that concrete code-path change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall PR in this cluster because it most cleanly captures the GPT-J standardized output-tracing change in its final form, while the other PRs are either narrower, older, or for different models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); they only share the broad output-tracing initiative." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and implementations; same issue target is not enough to make these duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file; 44085 looks like a narrower variant of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are different code paths; this is the same refactor pattern, not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J are unrelated implementations; broad decorator migration does not make them duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/codegen versus EfficientNet; different concrete model code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; similar refactor theme only, not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/codegen versus MPT are different code paths and cannot be merged as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; these look like duplicate revisions of the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/codegen and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate implementations despite similar decorator refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; same output-tracing pattern but not the same bug/change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are different models and different call paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different code paths; only the refactor style overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models, so these are not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families and different files." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are different code paths; same refactor initiative only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different concrete model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different models; they do not fix the same concrete bug." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated concrete refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different models and different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different concrete implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBERT and GPT-J are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and ViTS are unrelated concrete code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; same refactor theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/codegen and MGP-STR are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/codegen and GPT-Neo are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing change family, with both diffs touching the same concrete file and decorator transition." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J are different model code paths despite similar decorator migration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 looks like the cleaner/later version of the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and ViTS are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different implementations, not the same fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are distinct model code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different concrete code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44056", + "accept": false, + "reason": "CVT/FNet and MPNet are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated models." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different concrete implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/codegen output-tracing refactor family; same underlying decorator conversion on the same files." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes shared refactor style from concrete duplicate bugfixes, and the accepted soft pairs are the ones that look mergeable within the same model/file family (GPT-Neo and GPT-J)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 38, + "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": "8a0dad7f41df03b69b03c69279d93f3b19eb22201a53fb57c7b7405e9c15f849", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all follow the same broad theme\u2014migrating model code to standardized output capture/decorator patterns\u2014but they are model-specific refactors in different files and do not appear to fix the same underlying bug or change set. No soft-edge pair should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "SpeechT5 is the strongest representative of the cluster: it has an explicit issue target, a broader refactor diff, and clearly applies the standardized output-capture pattern end-to-end in one model.", + "best_issue_reason": null, + "best_pr_reason": "SpeechT5 is the best overall representative because it is the most complete and clearly scoped instance of the shared output-tracing migration pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both refactor output tracing, but one is VisualBert and the other is TextNet; they touch different model implementations and are not the same code-path change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are standardized output-capture refactors, but MPNet and VisualBert are separate model code paths with distinct classes and files." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but MPNet and TextNet are unrelated model-specific implementations; this is not one duplicate fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different model architectures and the patches apply to different forward paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both mention output tracing, but they modify different model internals and are not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 38, + "review_unit_index": 1, + "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": "f6d51418076c11182b72429a9ddcd51dae123834076d6bbb7a7d0f13598f68d6", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are model-specific output-tracing refactors, so they cluster by theme but are not duplicates. The only broadly representative PR is the mamba/falcon_mamba one, but the others are distinct code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest and most implementation-heavy example here, spanning both mamba and falcon_mamba and introducing the tracing helpers; it best represents the cluster\u2019s shared refactor theme.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest representative PR because it covers the largest related surface area and most clearly embodies the output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same tracing-refactor theme, but different model implementations and files; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; these are separate refactors, not one concrete bug fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "mamba/falcon_mamba versus timm_backbone; shared helper usage is not enough to make them the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model-specific forward-path changes; not mergeable as one underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model code paths, despite similar refactor wording." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct models and implementations; same broad pattern, not same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different depth/vision models; similar output-capturing refactor, but not the same artifact." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 is unrelated to vision-encoder-decoder; too broad a match." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model wrappers with independent forward signatures and tracing behavior." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different model paths, not one shared fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models; the similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and files; not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder versus depth-anything are unrelated implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are distinct model code paths; no shared underlying bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Mamba refactor and UnivNet refactor are separate model-specific changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different forward/capture behavior; not one change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated code paths; only the refactor theme is shared." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model implementations; too much only-theme overlap." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/falcon_mamba versus SuperPoint are separate model refactors." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen\u2019s tracing change is unrelated to the Mamba/FalconMamba refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen do not share the same code path or change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model implementations; not duplicate fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated model-specific refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different model wrappers; same pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are separate model-specific changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and different tracing logic; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are unrelated models; no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; not one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision and speech encoder-decoder wrappers are similar abstractions but different concrete changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and forward paths; similarity is only thematic." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR touch different code paths and should stay separate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech encoder-decoder and RWKV do not fix the same concrete problem." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different output-signature refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are separate refactors in unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are distinct models; 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The similarity is structural, not a duplicate bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR is used as the representative example, 45401 is the more focused, issue-linked Voxtral TTS addition; 44662 is a separate PenguinVL implementation.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the cleaner standalone PR: it has an explicit issue target and a narrower, well-scoped model support change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations and different underlying code paths; shared auto/docs files are just boilerplate registration, not evidence 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": 17, + "component_count": 38, + "review_unit_index": 1, + "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": "0b556953edb20bcc10b62f471e807f01dbfd12181a7552c642c1f248e79d2bd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the general theme of fusion infrastructure, but they implement different layers and use cases: one adds a generic Module Fusion API, the other adds n-to-1 kernel fusion via KernelConfig. They are not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing feature: it wires KernelConfig into model loading, adds unfuse support, and includes a runnable example. It is the better representative PR for the fusion feature area.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest standalone PR in the cluster because it shows a complete, specific code path change rather than just the underlying generic API scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad fusion concept, but #44979 introduces a generic module-fusion API while #45363 implements KernelConfig-based n-to-1 kernel fusion and model integration. Different abstraction levels and not mergeable as the same concrete fix/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": 18, + "component_count": 38, + "review_unit_index": 1, + "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": "2c2a7314ff1ebccc05c1ea19236184bdc5665bc04882a6add1f7eafa4ab6280d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete merge candidate.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR candidate: same concrete fix, same file, same target issue, and it adds tests while 45086 is a smaller subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and identical code-path fix in `_patch_mistral_regex`; 45317 just adds tests, so these are duplicate PRs and could plausibly be merged into one." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "da330c0eb6015b6d2e072efa05c66423b0d84fb59f3b3e1cc5c12e64cb9edcaa", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13472, + "estimated_input_tokens": 3368, + "estimated_eval_tokens": 6992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related Nemotron model-family work, but they split into distinct changes: Nemotron H refactoring, Nemotron H dense/sparse model split, and two separate ASR model additions. I did not find true duplicate pairs.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the broadest Nemotron H-related model refactor in the set and the best single representative of that subset, but it is not a duplicate of the ASR PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related Nemotron H work, but 45115 is a narrow inheritance/conversion-mapping refactor while 45569 is a larger split into proper dense/sparse model packages and docs. Not the same concrete change." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different model families and code paths: Nemotron H architecture work versus Nemotron 3.5 ASR streaming. Shared auto/docs files are too broad to treat as duplicates." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR streaming-related, but they target different model versions (Nemotron ASR vs Nemotron 3.5 ASR) and are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 38, + "review_unit_index": 1, + "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": "35a8bba81a1138f90947c9d58b7da703f9db870f72902765f4b104ffc343eaf1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs for the new heterogeneity feature set: one adds per-layer config support, the other adds per-layer modeling/cache support. They overlap in shared infrastructure, but they are not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR: 45333 is the more foundational config layer, but 45332 extends into modeling/cache support and is a separate change stream.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best standalone candidate because it establishes the per-layer config foundation and is narrower/more self-contained than the broader modeling PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying code-path problem. 45333 is config plumbing; 45332 is broader modeling/cache support. They share files and a theme, but should not be treated as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "bf7a4f6ba68d938072ccbc906027d6c4f39cedc102d7176b45c90dbaa3119cd8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix cache-related seq_len>1 behavior, but they target different model families and different code paths: PR 45513 addresses Qwen3.5/GDN linear attention cached multi-token forward, while PR 46084 addresses Mamba2 `use_cache` with multi-token sequence lengths. They are thematically similar but not the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the cleaner representative of its own bug class because it has an explicit issue target and a focused fix for one concrete code path in Mamba2.", + "best_issue_reason": null, + "best_pr_reason": "PR 45513 is broader in scope and touches several related model implementations and tests, making it the better cluster representative if one must be selected, though it is not a duplicate of PR 46084.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "They discuss different model implementations and different forward paths; the shared theme is only cached multi-token inference, not the same bug or mergeable code 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": 22, + "component_count": 38, + "review_unit_index": 1, + "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": "2486ed30e691649329be9a8d740d663a0d60ceb45d4d3f7a33b838c93f93f300", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests revolve around expert-parallel loading, but they fix different concrete failure modes: PR 45548 preserves distributed_config and exposes EP state, while PR 45662 prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast handling. Related area, not the same change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45548 is the cleaner representative of the cluster because it directly targets EP model loading/config propagation, which is the shared theme across the pair, but the two PRs still address different bugs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45548 is the best standalone PR in this cluster: it has a focused loading/config fix and is the more general EP-loading representative, whereas PR 45662 is a separate FSDP2-specific overwrite bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both touch EP-related loading paths, but the underlying bugs differ: one fixes distributed_config serialization and EP detection, the other fixes expert parameters being overwritten after distributed shard wrapping. 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": 23, + "component_count": 38, + "review_unit_index": 1, + "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": "eb363d9d8660c87e3c0f50fd5aa31d0ac4b92c45a25fcabc12859d1ee2f0560d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision problem, with 45645 extending the core writer fix in 45639 to also update CI log collection. They look like one underlying change, with 45645 the more complete PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe file handling plus the downstream CI/workflow changes needed to preserve and aggregate the new per-worker logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the same collision path as 45639 and also adjusts consumers so the new artifacts are actually collected and reported.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision bug for captured_info artifacts; 45645 builds on the same testing_utils fix and plausibly could be merged into a single PR with 45639." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "c0859b205399f41f99b35a78758f58ba5761e326957a8514be96cdd0638fb63b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR updates AutoModel registration for GLM ASR, while the other two add attn_implementation support to different model families (RecurrentGemma vs BLIP-2/InstructBLIP/BLIP-2 Video). The two attn_implementation PRs are related in theme but target different code paths and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46401 is the broadest and most active PR in the set, but it is still a separate feature/change rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46401 has the widest scope, highest review/discussion activity, and touches the most model-specific code/tests, making it the strongest representative PR in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: GLM ASR auto-model registration vs RecurrentGemma attention-dispatch support. No shared concrete bug or mergeable code-path overlap." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different targets and functionality: auto-class mapping for glmasr vs BLIP-2/InstructBLIP attention backend dispatch. Not the same underlying change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both mention attn_implementation dispatch, but they affect different model families and separate implementations/tests; too broad to treat as one PR or 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": 25, + "component_count": 38, + "review_unit_index": 1, + "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": "9e39021694bd311ece0ac8a0ffe0c7468acc1bfa05d43bea496d6ccebe879d4b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are only superficially similar because they touch overlapping Transformer model files, but they implement different linter rules and fix different code paths: TRF003 adds return-tuple handling, while TRF018 changes modeling weight-init behavior. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR #45720 and PR #46259 address different rules and different kinds of model behavior changes.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, #45720 is the narrower, more localized change, but it is not a substitute for #46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different fixes (return-tuple support vs weight initialization cleanup); overlapping model filenames do not 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": 26, + "component_count": 38, + "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": 38, + "review_unit_index": 1, + "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": "357b211e761b2deb586aac3ee45780d4b001f079b2810c826ed15698acf350bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5082, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5082, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a broad model/workflow change set, while the other is a ViT test-migration PR. The soft similarity signal is not enough to merge them as the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the more substantial code-change PR in the pair, but it is not the same work as PR 46100; 46100 is focused on Vit test migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different scope and purpose: 45932 changes model implementations and CI secrets, while 46100 adds/migrates ViT tests. They do not look like the same concrete code-path fix 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": 28, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "1b2e76af3098a864811a6562f2bc3aa1a7b91aa78ba4e46a9ecbf3657358e9f2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar SDPA/attn_implementation dispatch patches, but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: CTRL, T5, and wav2vec2/seamless audio dispatch changes are model-specific implementations on separate code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the broadest and most representative of the family, covering multiple audio model implementations and related docs/tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add attn_implementation dispatch, but for different models (CTRL vs T5) and distinct forward paths; same pattern, not the same change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL language-model attention dispatch and wav2vec2/audio-stack SDPA support affect different architectures and code paths, so they should not be merged as one duplicate PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 encoder-decoder SDPA dispatch and wav2vec2/seamless audio dispatch are separate model-specific fixes; shared theme is insufficient for duplicate status." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "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": "8cafd986850e10c4e47691a3ed7b95204ff4a1897c47e413c8f80b6653a2f8b1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both distributed-training PRs, but they are not the same change: one is a focused EP/Trainer integration, while the other is a broad distributed branch base touching many subsystems. The overlap in a few filenames is too shallow to treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical change because it is narrow and concrete: EP + Trainer integration with specific tensor-parallel/distributed hooks. PR #46269 is a large umbrella branch with many unrelated distributed updates, so it is not a clean duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best PR representative of this cluster because it has a clearly scoped feature/change request and a focused diff. PR #46269 is too broad to serve as the canonical item for duplicate triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge: they share some distributed filenames, but #46126 is a specific EP/Trainer integration while #46269 is a large distributed base branch touching many areas. They do not appear to fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-9", + "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" + ], + "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:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "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:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "cfb3138c8d85a53fcfeb1386d152a054146fc6c5423fd6eb449b24bd1fbedacb", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23361, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23361, + "estimated_input_tokens": 5841, + "estimated_eval_tokens": 11938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated workflow-maintenance PRs. The only closely related subgroup is the three pr-ci-security-gate.yml changes, but they address different aspects of that workflow rather than the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the most substantive, concrete behavior change in the shared security-gate workflow file; the other nearby PRs are follow-up hardening or comments, and the rest of the cluster is unrelated workflow churn.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best standalone representative of the cluster because it contains an actionable security-check change rather than a minor workflow tweak or commentary.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior: stdin handling for self-comment CI vs security-gate checks for PR CI." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow areas; one updates self-comment CI, the other hardens PR CI security gating." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI script change is unrelated to a comment-only note in the PR security gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different code paths; no shared underlying bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Unrelated workflow maintenance: self-comment CI vs SSH runner/memory-monitor and env handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and purposes; SSH runner hardening is not the same change as benchmark trigger support." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner changes are unrelated to anti-slop permission adjustments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "No shared bug/change; SSH runner hardening vs reviewer assignment checkout fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow concerns and different fixes; not the same underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner secret handling is unrelated to PR CI security-gate permission/approval logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes: SSH runner workflow vs a note in the PR security gate workflow." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they change different workflows and different triggers/permissions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow jobs with different fixes; no same code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permission change is unrelated to build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different security/automation workflows with no shared underlying defect." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref fix is unrelated to benchmark dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different behavior; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Reviewer assignment workflow fix is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger change and commit-message parsing fix are distinct workflow updates." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows with different goals; no same underlying bug/change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-image trigger parsing is unrelated to PR CI security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and fixes; commit-message handling vs security-gate permissions." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes: 46554 adds checkout-and-diff security checks; 46558 changes permissions and approval gating. Related, not duplicates." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "46563 is only a safety-note/comment update, not the same underlying workflow change as 46554." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating changes are distinct from the comment-only reusable-workflow note." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "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": "f6ebb04940e0a9c68d8c769ead0bd23f0216864ae5689ae50f7f788281352ffb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a superficial theme of removing file-open based 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": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46152 is the broader representative of the open()-removal theme, but it still addresses a different source-resolution path than PR 46207.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same general motif, different concrete fixes: 46152 changes import_utils package-file traversal, while 46207 changes modeling_utils attention-implementation detection. They are not the same underlying bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "162a561ad1f9ea658d22c357432c469f480f64a0fac69e6dd9b1444164b977e5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are clear duplicates fixing the same StaticLayer type-hint issue in cache_utils.py; the static-cache max-len config PR is unrelated and should not be merged with them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earlier and fully explicit fix for the StaticLayer.get_seq_length return-type annotation, directly linked to issue #45987 and with the exact same diff as the later duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the best overall representative because it is the cleanest, earliest version of the duplicate type-hint fix and has the most explicit issue linkage; PR #46436 addresses a different generation-cache behavior bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs: #46436 changes static cache max-len handling in generation/utils.py, while #46474 only adjusts the StaticLayer.get_seq_length type annotation in cache_utils.py. Same broad cache area, but not the same underlying change." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both PRs make the identical StaticLayer.get_seq_length return type annotation update in src/transformers/cache_utils.py and both target issue #45987." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #46173 and #46474 have the same cache_utils.py type-hint fix and the same issue target (#45987), while #46436 concerns a different static-cache max-len behavior change in generation/utils.py. The soft-edge verdicts are conservative and mergeability is assessed correctly." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46236-2", + "nodes": [ + "pull_request:46236", + "pull_request:46621" + ], + "soft_pairs": [ + "pull_request:46236|pull_request:46621" + ], + "prepared_review_unit_hash": "460c65772d00a0eacd151ef08a9794d67abf6861754130d1d14d4ee6440d2267", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5922, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5922, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated documentation translation PRs for different languages and different pages, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46236 is the better canonical PR because it is the larger, more complete documentation translation set and it explicitly targets issue 46222; PR 46621 is a small, unrelated Chinese docs addition.", + "best_issue_reason": null, + "best_pr_reason": "PR 46236 is the best representative of the cluster because it has the clearest linkage to a tracking issue and the broader scope, while 46621 is a separate zh-only page addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46236", + "right": "pull_request:46621", + "accept": false, + "reason": "Reject: different languages and different doc surfaces (bn translation set vs zh kernels page); they do not fix the same underlying change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 38, + "review_unit_index": 1, + "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": "e48768fad776caa8b2f0a3a8e6e9ae516390b9aad167dbb658de6a6d1926b023", + "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 fix the same off-by-one bug in the sliding-window right boundary (`-dist <= right_window_size` vs `<`) in Moonshine streaming, with 46546 extending the same fix to Gemma4 and tests. They are sufficiently overlapping to treat as the same underlying change cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the broader, more complete fix: it patches the Moonshine streaming boundary bug in both code paths and also covers Gemma4 plus tests, making it the best canonical representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best overall representative because it contains the shared bug fix and the additional related implementation/test coverage, whereas 46310 is a narrower subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs change the same right-window boundary condition in the same mask function pattern; 46546 is a superset fix that also applies the identical off-by-one correction elsewhere, so they represent the same underlying bug/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": 35, + "component_count": 38, + "review_unit_index": 1, + "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": "38f5ec1c00c388afbddba2a6d4c984fdfbe136db30fb81f2db638b8dc93ecf73", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one adds multimodal support to continuous batching, and the other adds the HunYuan VL model package/docs/tests. They share a broad multimodal theme but not the same concrete change or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46417 is the better representative because it is a complete model integration with substantial implementation, docs, and tests, and has much higher review activity.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the strongest standalone PR in the cluster for representing the work: it is a focused, end-to-end feature addition with broad coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Not the same underlying change: 46376 modifies continuous batching internals for multimodal support, while 46417 adds a specific HunYuan VL model implementation, docs, and tests. They touch different code paths 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": 36, + "component_count": 38, + "review_unit_index": 1, + "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": "d059c227b039a6beb3b91120aa5293a422ca63a0ded9ce5499e09678aef3dcfb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related to Mistral tokenizer internals, but they are not duplicates: one is a refactor that moves `MistralConverter` into the `integrations/mistral/` package, while the other adds Tekken tokenizer detection/conversion/save support.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the more substantive, feature-level change in the cluster: it introduces Tekken tokenizer support and related utilities, while #46603 is primarily a code move/refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best representative of the cluster because it carries the broader functional behavior change; #46603 is a narrower packaging/refactor PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: despite overlapping Mistral tokenizer files, these PRs address different changes. #46603 only relocates `MistralConverter`, while #46604 adds Tekken tokenizer detection, conversion, and save support. They are not the same underlying fix 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": 37, + "component_count": 38, + "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-46615-2", + "nodes": [ + "pull_request:46615", + "pull_request:46639" + ], + "soft_pairs": [ + "pull_request:46615|pull_request:46639" + ], + "prepared_review_unit_hash": "623cb87b3fb1e339140884de2d0b2fa181f4d4c8dc3edc0cba163a9b3726af9e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4336, + "estimated_input_tokens": 1084, + "estimated_eval_tokens": 2424 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4336, + "estimated_input_tokens": 1084, + "estimated_eval_tokens": 2424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same generation/beam-search cache reordering bug in transformers and point to the same issue, with 46615 being the more complete fix and 46639 a narrower variant.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46612 is the shared explicit target for both PRs and appears to be the underlying bug report driving the work.", + "canonical_pr_reason": "PR 46615 is the stronger canonical PR because it implements the broader cache-reorder fix with helper logic and tests, covering non-standard cache types directly.", + "best_issue_reason": "Issue 46612 is the only issue in the cluster and is the central reference for the bug being fixed.", + "best_pr_reason": "PR 46615 is the best representative because it provides the more complete, test-backed implementation for the beam-search cache reorder problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46615", + "right": "pull_request:46639", + "accept": true, + "reason": "Both PRs fix the same underlying beam-search cache reordering bug for non-standard cache types in generation/utils.py, share the same issue target 46612, and could plausibly be merged into one change set." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 46612, both modify generation/utils.py to address beam-search cache reordering, and 46615 is reasonably characterized as the more complete, test-backed fix. The soft-edge accept is conservative enough, and the pair looks mergeable as alternate implementations of the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46616-2", + "nodes": [ + "pull_request:46616", + "pull_request:46638" + ], + "soft_pairs": [ + "pull_request:46616|pull_request:46638" + ], + "prepared_review_unit_hash": "488cccfc5f03b1e05ab9a04e4ff9c4566630de2406b6b1e39904bc4d88b8d779", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the same Wav2Vec2 phonemizer language-state bug and the same issue, with nearly identical test coverage; 46638 is the better representative because it updates the cached language after backend reinitialization, matching the intended restore flow.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46638 is the cleaner canonical PR: it fixes the same stale phonemizer_lang state bug but places the assignment after init_backend, which better matches restoring language state when switching back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46638 most clearly and plausibly fixes the concrete code path in phonemize by restoring self.phonemizer_lang after backend switching; 46616 is the same bug theme but uses a less convincing assignment order.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46616", + "right": "pull_request:46638", + "accept": true, + "reason": "Both PRs address the same stale phonemizer_lang bug in the same method, touch the same files, and are alternative implementations of one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 46614, touch the same tokenizer and test file, and differ only in the ordering of the stale `phonemizer_lang` update relative to `init_backend()`. The soft-edge accept is conservative because these look like alternative implementations of the same bugfix and can reasonably be treated as one PR cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260614T120024Z/analysis-runs/hybrid-model-20260614t120024z/manifest.json b/snapshots/20260614T120024Z/analysis-runs/hybrid-model-20260614t120024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..509100b7ba3919ba28106bfb7da001529d0bf8ba --- /dev/null +++ b/snapshots/20260614T120024Z/analysis-runs/hybrid-model-20260614t120024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260614t120024z", + "artifacts": { + "hybrid": "snapshots/20260614T120024Z/analysis-runs/hybrid-model-20260614t120024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260614T120024Z/analysis-runs/hybrid-model-20260614t120024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-14T12:09:17Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260614T120024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260614T120024Z/manifest.json b/snapshots/20260614T120024Z/manifest.json index 16beb6f5deefdf75c788761501b3711895b7375e..c5d8004aa5b80b11ba644bc617a87a5d1441773a 100644 --- a/snapshots/20260614T120024Z/manifest.json +++ b/snapshots/20260614T120024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 308 }, "extracted_at": "2026-06-14T12:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260614t120024z", + "runs": { + "hybrid-model-20260614t120024z": { + "analysis_id": "hybrid-model-20260614t120024z", + "artifacts": { + "hybrid": "snapshots/20260614T120024Z/analysis-runs/hybrid-model-20260614t120024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260614T120024Z/analysis-runs/hybrid-model-20260614t120024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260614T120024Z/analysis-runs/hybrid-model-20260614t120024z/manifest.json", + "model": null, + "published_at": "2026-06-14T12:09:17Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260614T120024Z", "watermark": {